The shiny new testing suite wasn't bought because it was the best. It was bought because the vendor knew the manager's spouse. Licenses signed, trainings delivered, dashboards glowing green. 🎭 The Expensive Tool Paradox This story isn't fiction. It's a pattern. Organizations pour millions into "the ultimate" testing tool, convinced it will cure their quality woes. The tools are powerful — but power without purpose is chaos. ⚡ And here's the paradox: the more expensive the tool, the more people assume it must deliver value. When reality disappoints, blame spreads everywhere — except where it belongs: the absence of strategy, and the lack of skilled people to bend the tool to context. That's why so many "ultimate" tools end up as shelfware. Tools don't fail because of missing f…  ( 9 min )

Series plan: Fundamentals you'll actually use (this post) Mutations, optimistic UIs & cache mastery Architecture, error UX, testing & performance React Query (TanStack Query) treats the server as the source of truth and gives you a cache with a clock. If you grok these five ideas… query keys (what data is this?) staleTime (how long before it's "old"?) enabled (should we fetch now?) keepPreviousData (don't flicker between pages) select (reshape on read, not after) …then the API becomes muscle memory. What this guide assumes 100% JavaScript (no TypeScript) One fetch wrapper that throws a typed HttpError Cookies via credentials: 'include' A dependent query chain: /me → /me/summary A keyset-paginated feed that uses keepPreviousData Notes on v5 changes (e.g., side effects belong in components—n…  ( 14 min )

Building a production-style network from scratch to understand how the cloud really works I created a complete Azure network infrastructure with multiple virtual networks, security rules, load balancing, and a Spring Boot application to test it all. Think of it as building a miniature version of how companies actually structure their cloud networks, but small enough to learn from and cheap enough to run on Azure's student credits. Two separate virtual networks connected through VNet peering, with a Spring Boot REST API that provides real-time network diagnostics. An Application Gateway acts as the public entry point, routing traffic to a private VM that can only be accessed through specific security rules. There's also a bastion host for secure SSH access and private endpoints connecting t…  ( 10 min )

Originally published September 22, 2025 at LaunchDarkly. Here's what nobody tells you about multi-agentic systems: the hard part isn't building them but making them profitable. One misconfigured model serving enterprise features to free users can burn $20K in a weekend. Meanwhile, you're manually juggling dozens of requirements for different user tiers, regions, and privacy compliance and each one is a potential failure point. Part 2 of 3 of the series: Chaos to Clarity: Defensible AI Systems That Deliver on Your Goals The solution? LangGraph multi-agent workflows controlled by LaunchDarkly AI Config targeting rules that intelligently route users: paid customers get premium tools and models, free users get cost-efficient alternatives, and EU users get Mistral for enhanced privacy. Use the …  ( 12 min )

In any design or engineering environment, sharing technical drawings efficiently can make or break a project’s timeline. CAD files like DXF are excellent for creating and editing detailed designs, but they’re not always practical for communication. Clients, contractors, or partners may not have CAD software, which can lead to confusion, file incompatibility, and wasted time. That’s why learning to convert DXF to PDF is such an important part of modern design workflows. Converting your files to PDF ensures that your drawings can be opened and viewed by anyone, on any device, without special tools. PDFs preserve the quality and accuracy of your original designs—including layers, dimensions, and line weights—while being lightweight and easy to share. The benefits extend beyond accessibility. …  ( 7 min )

I think of a delegate as a reference to a function. It’s a type that says “I can point at any method that has this parameter list and this return type.” You create one, point it to a compatible method, and call the method through the delegate. Because you can pass delegates around, they’re great for plugging behaviour into APIs. C# events are built on delegates too. Think of a delegate like a phone number you hand to someone with simple instructions: “when It's done, call this number and say something” // 1) Declare a delegate type public delegate string Greeter(string name); // 2) Point it at compatible methods static string Formal(string name) => $"Hello, {name}."; static string Friendly(string name) => $"Hey {name}!"; // 3) Invoke through the delegate instance Greeter g = Formal; //…  ( 8 min )

Hi everyone, I'm Ellie. I'm a Senior .NET Engineer now, but my career actually started in game development using Unity and C#. That transition from games to backend services gave me what I feel is a unique perspective on the specific challenges developers can face when moving into the .NET ecosystem. As a mentor, I've recently guided a few engineers through this exact transition. I found myself repeatedly sketching out the same core concepts and tools that seemed essential for day-to-day work in a large-scale company. To help others on the same path, I’ve tried to turn that advice into what I hope is a practical roadmap. While there are many excellent .NET roadmaps out there, this one is my attempt to capture the day-to-day realities of a .NET engineer. It covers concepts and libraries tha…  ( 7 min )

This is the second post in series about scraping with Selenium in Python. Step 5: Execute JavaScript You can control the browser flow with a few simple commands. driver.get("https://example.com") # Open a page driver.refresh() # Reload it driver.back() # Go to the previous page driver.forward() # Move forward again That’s all you need to move around. Modern websites love to open new tabs and alerts. You can switch between them: # Get all open window handles windows = driver.window_handles # Switch to the second tab driver.switch_to.window(windows[1]) # Close it and go back to the first one driver.close() driver.switch_to.window(windows[0]) To handle alerts: alert = driver.switch_to.alert print(alert.text) alert.acc…  ( 7 min )

💡 What Is System Design and Why It’s Valuable System design is the process of planning how different parts of a software system work together: the architecture, components, data flow, and how everything scales or recovers from failure. It aims to make sure your system: ✅ Works correctly (meets functional requirements) ⚙️ Performs efficiently and reliably (meets non-functional requirements like scalability, latency, and fault tolerance) 👩💻 Team Growth: Clear boundaries let multiple teams develop without interfering. 📈 Traffic Growth: Plan for scaling so your app doesn’t crash under load. 🧰 Risk Reduction: Identify and eliminate bottlenecks or single points of failure. 💰 Cost Efficiency: Optimize infrastructure to save money at scale. 🛡️ Reliability: Design for uptime—your users exp…  ( 9 min )

Hi Dev.to Community this post is just a setup focused for college students for a workshop (CIISTI 2025). Para el taller vamos a necesitar git y una cuenta de github para sacarle el provecho al tiempo del taller. En el siguiente link vamos a poder descargar la herramienta: Selecciona a segun tu sistema operativo https://git-scm.com/install/ El setup es una instalación comúm de "next" "next" Como recomendacion en esta pantalla seleccione NANO Y continuar con el setup hasta finalizar. Si requiere un tutorial paso a paso siga el siguiente video de youtube: https://www.youtube.com/watch?v=zyrhDewSa2c Por lo general git ya viene preinstalado en Macos, para comprobar si git ya esta instalado, abra una terminal presionando la tecla command + espacio para abrir spotlight, busque terminal Ejecute…  ( 8 min )

https://x.com/aarondotdev/status/1978478524916015513) "Hmm...I don't know if I've ever actually really focused entirely on project for 2 years (2080 hours x 2) on one project. source at GitHub.) program but realistically it isn't 4160 hours. I have a couple of work projects that I've worked on for that many hours over 10 years probably. But again, I don't think I've ever focused on one project for 2 years straight. Have you worked on any Work Projects with that kind of focus? Have you worked on any Personal Projects with that kind of focus? I thinking of "intense focus" (2 years straight) especially, but please share any experiences you've had.  ( 6 min )

Caching is a well know abstraction in programming, we see it every where, from our CPU, to keep data in a memory storage faster than the RAM, to CDNs, for delivering content faster to the user. It's usually used as an optimization factor in systems that need a slower latency in read operations. Thus, understading what it is and how to implement it in applications is a good knowledge to have overall. In Web Development, the Cache is a layer that usually sits between our persistent data storage and the application. Its purpose is to make access to frequently used data cheaper/quicker by having these information in the cache available for read operations. In this article we'll cover read and write implementations for caching in our backend, but first I'll explain some important topics. Consis…  ( 19 min )

From zero data engineering experience to deploying a streaming analytics platform powered by Azure's student tier I created an end-to-end IoT data pipeline that ingests simulated sensor data, detects anomalies in real-time, stores everything in a database, and visualizes live metrics on a Power BI dashboard. Think of it as a complete "data journey", from sensor readings on a phone to insights on a dashboard, all happening in real-time. IoT Central (Simulated Devices) → Event Hub (Ingestion) → Stream Analytics (Processing + ML) → Azure SQL (Storage) → .NET Function → Power BI (Visualization) Simulates IoT sensors using Azure IoT Central's Plug & Play templates (accelerometer, gyroscope, battery, GPS) Processes streaming data in real-time with Azure Stream Analytics Detects anomalies using b…  ( 11 min )

Over the past year, I've completed five projects for medium and large established companies. Four were greenfield builds from scratch; the other involved integrating AI features into an existing platform. I'm fundamentally a software engineer who's deeply curious about AI. I've gravitated here because it's fascinating. That said, if you need to pin me on the AI spectrum, AI Engineer fits best. The field is still evolving, so titles are a bit of a mess. I mean, we're still debating software engineering titles after decades! In this post, I thought I'd tell you more about what I actually do day-to-day and what I believe makes me an AI Engineer. While looking for gigs, I’ve seen a LOT of job titles. They're like a startup's org chart - fluid and confusing. Here's some that I saw and what job …  ( 9 min )

Beautiful New Music Making Environment! (GRM Atelier) Andrew Huang gets early access to the brand-new GRM Tools Atelier and gives us a whirlwind tour of its standout features—think global controls that tie modules together, a mind-blowing modular modulation system, plus a killer lineup of audio generators and processors. He breaks it down in neat chapters (from overview to deep-dive and final thoughts), shares feedback he gave GRM, and wraps up with his honest take on why this could reshape your sound design workflow. Watch on YouTube  ( 6 min )

New Orleans’ rising vocalist Indys Blu serves raw heartbreak and poetic flair in her striking A COLORS SHOW take on “Saddest Song.” Her intimate vocals and lush emotion turn the track into an unforgettable soul-bare experience. A COLORS keeps things sleek and minimal, spotlighting fresh talent like Indys Blu on a distraction-free stage that celebrates original, boundary-pushing music from around the globe. Watch on YouTube  ( 6 min )

Dear Silas – Still Southern Playalistic captures Mississippi’s own rapper-trumpeter fusing crisp, off-kilter flows with laid-back, jazz-infused melodies in a vibrant COLORS session. His latest single showcases a fresh Southern playfulness wrapped in inventive beats and brassy hooks. With COLORSxSTUDIOS’ signature minimal stage, Dear Silas gets the spotlight he deserves—no frills, just raw talent—and proves why he’s one to watch in today’s crowded music scene. Watch on YouTube  ( 6 min )

Car Seat Headrest hit the KEXP studio on August 22, 2025, to unleash a live rendition of “Planet Desperation.” Frontman Will Toledo led the charge on vocals and guitar alongside Ethan Ives (guitar/vocals), Andrew Katz (drums/vocals), Seth Dalby (bass) and Ben Roth (keys), all captured by host Cheryl Waters and audio engineer Kevin Suggs, with Julian Martlew mastering. A small army of cameras—Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht—filmed the action, edited by Scott Holpainen. Dive deeper on carseatheadrest.com or catch more at kexp.org (and consider joining their YouTube channel for extra perks!). Watch on YouTube  ( 6 min )

Adrian Quesada brings the heat to KEXP with live studio versions of “No Juego” and “Ídolo,” featuring Angelica Garcia’s soulful vocals. Recorded on September 2, 2025, the groove rides on Quesada’s guitar, Joshy Soul’s keys, Jay Mumford’s drums and Terin Ector’s bass. Behind the scenes, host Cheryl Waters keeps the vibe rolling while Kevin Suggs engineers and Matt Ogaz masters the audio. A squad of camera wizards—Jim Beckmann, Carlos Cruz, Leah Franks, Scott Holpainen and Luke Knecht—capture every moment, with Jim Beckmann also handling the edits. Dive deeper at adrianquesada.net or kexp.org, and snag extra perks by joining the YouTube channel. Watch on YouTube  ( 6 min )

Adrian Quesada stormed into the KEXP studio on September 2, 2025, for a five‐song live set featuring guest vocalists Gaby Moreno (Puedes Decir De Mi, El Muchacho De Los Ojos Tristes), Trish Toledo (Hoy Que Llueve) and Angelica Garcia (No Juego, Ídolo). Backed by Joshy Soul on keys, Jay Mumford on drums and Terin Ector on bass, Quesada laid down scorching guitar work under the guidance of host Cheryl Waters, audio engineer Kevin Suggs and mastering pro Matt Ogaz. Catch the full performance at adrianquesada.net or kexp.org, and join the YouTube channel for exclusive perks and behind-the-scenes action. Watch on YouTube  ( 6 min )

Kokoroko rolled into the Tiny Desk with some pre-show jitters, but quickly turned the space into an infectious celebration of joy over adversity. Fronted by percussionist Onome Edgeworth, this UK collective fuses funk, jazz, afrobeats and R&B into a sound that’s as tight as it is uplifting. They breeze through “Never Lost,” “Together We Are,” “Idea 5 (Call My Name)” and “Sweetie,” showcasing confident solos and lush harmonies—proof that their latest album, Tuff Times Never Last, is as timely as it is irresistible. Watch on YouTube  ( 6 min )

When artists don’t write their own songs This post kicks off with a deep dive into why so many performers rely on outside songwriters—and then pivots into some sweet deals and promos. You can snag 20% off a Brilliant.org premium subscription, pre-order Noah LeFevre’s new book Century of Song from all your favorite bookstores, and of course, show some love on Patreon. If you’re hungry for more musical insights (or just want to hang out), follow Polyphonic on Twitter and jump into the Discord community. Watch on YouTube  ( 6 min )

How to Write Gorgeous Chords like Masashi Hamauzu Masashi Hamauzu, famed for his lush Final Fantasy soundtracks, has a knack for rich, colorful harmonies built around what this tutorial dubs the “Sus Chord Slash Chord.” It’s the secret sauce that gives his music that stylish, modern edge. In just a few minutes you’ll dig into specific flavors—Minor 11, Maj13, Maj7#11 and a Maj2 first inversion—then see how to stack them all for that signature Hamauzu sparkle. Perfect for game-music nerds and chord-hungry composers alike. Watch on YouTube  ( 6 min )

How to Write Beautifully Nostalgic Music In this video Nahresol breaks down techniques for crafting those wistful, dreamy melodies you love, complete with links to a comprehensive scales/modes guide and an Elements of Music book. He also shares all his go-to gear—Ressona Piano, metronome, timer, cameras, mics and more—through handy affiliate links. Plus, you can support his work on Patreon and follow him on Instagram, Twitter and Facebook for more tips, playlists and behind-the-scenes goodness. Watch on YouTube  ( 6 min )

When a browser loads a website, it downloads HTML, CSS, JavaScript and other text based files. These files can be large which makes websites load slowly on slow networks. To solve this problem servers compress files before sending them to the browser. The browser then decompresses them and shows the page normally. Two popular compression formats used on the web today are Gzip and Brotli. Gzip is one of the oldest and most trusted compression formats for websites. It was introduced in the 1990s and is still supported by almost every browser and server. When a browser sends a request it sends a list of compression formats it supports using the Accept-Encoding header. If Gzip is one of them the server compresses the response using Gzip and the browser handles the rest. Gzip is simple and reli…  ( 7 min )

AWS just announced a brand-new certification: AWS Certified Generative AI Developer – Professional. The Beta version launches on November 18th, and it’s already generating a lot of buzz across the community. As someone who’s gone through several AWS certifications (and the pain that comes with them 😅), I wanted to share my thoughts and experiences, plus what this new cert could mean for builders and developers in the AWS ecosystem. So far, I’ve earned: AWS Certified Cloud Practitioner AWS Certified Solutions Architect - Associate AWS Certified AI Practitioner AWS Certified Machine Learning Engineer – Associate AWS Certified Solutions Architect – Professional Both the ML and SA Professional certifications I achieved this year — and honestly, they’ve been the hardest exams I’ve ev…  ( 8 min )

Introduction In my last article, I discussed the data files that power my sensor fusion project. But raw data alone isn't enough. The real challenge begins when you must transform those satellite ephemerides and reference trajectories into physically meaningful measurements that a rover can use to navigate. Today I want to share how I built the core of my system: the GNSS Measurement Engine. This is the component that takes static data and converts it into a dynamic simulation of how satellite signals interact with my rover. The engine's main goal is simple in concept but complex in execution: generate corrected GNSS measurements that are realistic enough to feed into my future end to end system. In practical terms, this means taking known satellite positions (SP3), antenna corrections (…  ( 9 min )

October 20, 2025 — In the early hours of Monday morning, millions of internet users worldwide woke up to find their favorite apps and services completely unavailable. Snapchat wouldn't load. Wordle was inaccessible. Medium not loading. Vercel was not working. Ring doorbells went dark. Amazon's own shopping site displayed error pages featuring apologetic dog photos. The culprit? A massive outage at Amazon Web Services (AWS), the cloud computing giant that quietly powers much of the modern internet. The outage began at 12:11 a.m. PT (3:11 a.m. ET) when AWS reported an "operational issue" affecting 14 different services in its U.S.-East-1 Region center in northern Virginia. What started as a technical glitch in a single data center quickly cascaded into one of the largest internet disruptions…  ( 10 min )

How’s everyone doing? I’m looking to connect with developers who are interested in building a community focused on sharing knowledge, collaborating, and creating open‑source projects together. If you’re passionate about coding, learning, and growing together — drop a comment or DM! Let’s build something amazing as a team. 🚀  ( 6 min )

Future AI Cryptocurrency This article explores how the fusion of Artificial Intelligence (AI) and cryptocurrency is transforming decentralized financial ecosystems. The integration of intelligent systems within blockchain infrastructures enables digital transactions that are adaptive, autonomous, and secure, positioning AI-enhanced cryptocurrencies to redefine the global economy. By improving scalability, efficiency, fraud detection, and investment strategies, AI stands as a catalyst for the next wave of smart decentralized finance (DeFi). This paper delves into the future trends, technical challenges, ethical dilemmas, and regulatory implications shaping the evolution of this new digital frontier. KEYWORDS: AI, cryptocurrency, blockchain, decentralized finance (DeFi), digital currency…  ( 8 min )

Thinking about using public AI tools like ChatGPT for sensitive legal work? You should know the risks before diving in. These AI tools aren’t built with strict legal confidentiality in mind, so whatever you share might get stored, used for training, or accessed in ways that could put your client information at risk. That could mean accidentally exposing data and running into privacy laws like GDPR or HIPAA. Unlike private AI setups made for law firms, public platforms don’t give you much control over your data. Sure, you might get some clever answers, but your sensitive info could end up places it really shouldn’t in legal work. Risks of Using Public AI Tools Like ChatGPT for Legal Work Using public AI tools for legal work brings some real dangers. Client confidentiality, data security, …  ( 9 min )

Cada dispositivo que se conecta a internet representa una puerta abierta al intercambio de información, pero también una posible vía de ataque. En los últimos años, los ciberataques se han convertido en una de las principales amenazas para empresas, gobiernos y usuarios comunes. Desde el robo de datos hasta la interrupción de servicios esenciales, la falta de seguridad en redes y telecomunicaciones puede generar pérdidas económicas y dañar la confianza digital. Las redes de telecomunicaciones son la columna vertebral del mundo conectado. Garantizar su estabilidad y seguridad no solo implica mantener la conectividad, sino también proteger la integridad de la información que circula. Las soluciones modernas de ciberseguridad combinan inteligencia artificial, encriptación avanzada y monitoreo constante para detectar vulnerabilidades en tiempo real. Los profesionales de este campo deben comprender tanto la arquitectura de red como las estrategias de defensa digital para anticiparse a posibles amenazas. Ante este panorama, la carrera de Redes y Telecomunicaciones del Instituto Tecnológico Universitario Quito Metropolitano (ITSQMET) prepara a sus estudiantes para enfrentar los retos de la era digital, con una sólida formación en infraestructura tecnológica, seguridad informática y telecomunicaciones. Los futuros tecnólogos aprenden a diseñar, proteger y optimizar redes, asegurando la eficiencia de los sistemas y la confidencialidad de los datos que los sustentan. Esta formación integral los convierte en piezas clave para la transformación digital segura del país. El futuro de las telecomunicaciones estará marcado por la integración de la ciberseguridad como eje central. La llegada del 5G, el crecimiento del IoT y la expansión de la nube requieren soluciones más avanzadas y profesionales preparados para gestionarlas. La protección digital ya no es un lujo, sino una necesidad que define la estabilidad y el desarrollo de toda organización.  ( 6 min )

You are ready for a brand new topic in SoloLearn’s Introduction to Python course. Today’s post is the beginning of the third module in this course. The theme for this module is control flow. The control flow module is made up of different very important programming concepts. I’ll be splitting them into multiple parts over the next few weeks, so you can go at your own pace. Some of the topics you’ll explore in this module are: control flow loops (for, while, and for each loops) conditional statements I’m kicking off this new module by looking at control flow itself. Control flow is made up of many different factors. Developers need to pay attention to sequencing and iteration. This post will review important techniques to keep in mind as you think of the flow of your program or game. Thes…  ( 10 min )

iFlow CLI Published on: https://karozieminski.substack.com/p/vibecoding-clis-claudecode-codex-iflow Author: Karo Zieminski Date: October 20, 2025 iFlow CLI is a terminal-based AI assistant designed for code analysis, automation, and productivity. Developed by an Alibaba-affiliated team, it brings advanced AI models such as Qwen3-Coder, Kimi K2, and DeepSeek v3 directly to your command line, supporting natural language commands for both technical and everyday tasks. iFlow CLI is rapidly gaining attention as an open-source alternative to tools like Claude Code, driven by strong support for both development and general automation. Its flexible API compatibility and active community make it a promising choice for developers, analysts, and technical creators looking to embed AI-powered work…  ( 7 min )

Hi All Good Afternoon folks!!  ( 5 min )

Most teams ship features; too few ship repeatable workflows. This article shows how to turn fragile, one-off media scripts into a resilient containerized pipeline you can run locally, on a VM, or in CI with minimal fuss. For illustration, I’ll reference an example container such as this Docker image to ground concepts—use any base image you trust; the method is what matters. By the end, you’ll have a blueprint for packaging your media processors, scheduling posts through official APIs, and scaling the whole setup without turning your laptop into a build farm. If your content workflow involves a sequence of “tiny tasks” (resize images, transcode short clips, add subtitles, extract captions, queue publish jobs), chances are it’s stitched together with brittle shell scripts and a README only …  ( 9 min )

When I'm writing this I'm still on the train back from ReactJSDay, the largest conference on ReactJS in Italy, reflecting on something that happened from the audience. I gave my talk about TanStack Start, showcasing why I like this full stack framework and how it is powered by TanStack Router, my favourite routing library as of today. At the end of the session I got a question about how much effort would it take to migrate a very large React Router codebase to TanStack Router. My answer has been honest: I’ve been lucky enough to always start fresh with TanStack Router or only migrate smaller project so I didn’t have a direct experience to share. By the book it is indeed doable (and there’s a migration guide in the docs), but that was it from my side. However, during lunch there was a board…  ( 7 min )

I started in enterprise development believing technology was the answer. Fifteen years later I know it’s rarely the first one. I’ve worked with hundreds of clients and built thousands of systems. The lessons are sharp. The stats are unforgiving. Everyone talks “scale” as if it’s the end-game. In reality most enterprise systems struggle with clarity, not traffic. In public sector studies large IT projects averaged a 24 % schedule overrun, but 18 % were outliers with cost overruns >25 %. One study found cost overruns follow a power-law: most projects modestly overrun but a small number explode. For enterprises the question should be “how simple can we keep this” rather than “how big can we make it.” Development frameworks proliferated. Agile, DevOps, SAFe became religious. Yet success did …  ( 8 min )

When I joined ADPList as a mentor, I didn’t expect how much I’d learn from my mentees. Over first sessions, I’ve talked to developers, automation engineers, and other leaders from all over the world — each one bringing unique challenges and stories. Here are a few lessons this journey has taught me 👇 1️⃣ Mentorship is two-way learning Every conversation sharpens my perspective. 2️⃣ Growth starts with clarity, not tools Many mentees ask about QA Leadership or General testing — but we always start with “why.” 3️⃣ Empathy builds better QA teams Good mentoring (like good QA) is about curiosity, patience, and context. 💬 Why I Mentor Because I believe sharing knowledge multiplies it. If you’re a QA professional looking to grow — or want to give back — ADPList is an incredible place to start. 👩‍🏫 You can book a free session with me here 🚀 And if you want to explore AI in QA, join me at AI & QA Leaders  ( 6 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang gets an early peek at GRM Tools Atelier, a sleek, modular music-making environment packed with global processing features and a mind-blowing modulation system. He walks through unique audio generators and processors, shows off how everything can be routed and shaped in real time, and shares his feedback from the beta. With hands-on demos and chapter markers, Andrew breaks down each section—from overview and modulation madness to final thoughts—making it easy to jump in and see why Atelier could be a game-changer for sound design. Watch on YouTube  ( 6 min )

Andrew Huang’s video Using a Vocal Generator Very Wrong teams up with Voice by Auribus for a hilarious deep dive into AI vocals gone rogue. He experiments with everything from turning instruments into singers and spitting out non-singing voices to building a full band and dropping an original track—each section broken into clear, fun chapters. Grab a free month of Standard or Premium access with code ANDREWVOICE (valid for six months) to follow along. Along the way, he peppers in links to his music, plugins, book, online courses, Patreon, Discord, and a suite of affiliate gear recs (from Ableton Live to pro headphones). It’s an informal, playful tour of how far you can push a vocal generator for creative (and often absurd) results. Watch on YouTube  ( 6 min )

Indys Blu pours her New Orleans soul into a heart-tugging rendition of her single “Saddest Song” on A COLORS SHOW, weaving poetic lyrics with raw, emotional vocals. Catch the full performance on COLORS’ YouTube channel, stream her music everywhere, and follow @IndysBlu on TikTok and Instagram for more of her hauntingly beautiful vibes. Watch on YouTube  ( 6 min )

Dear Silas brings some serious southern flair to the COLORS stage, fusing his crisp rap flow with jazzy trumpet riffs on his latest single, Still Southern Playalistic. The Mississippi native’s performance is all about that raw, soulful energy—no frills, just pure musical vibes. COLORS keeps it minimal so artists shine, and this one’s no exception. Catch the full set online, then stream the show and follow Silas on TikTok and Instagram to ride the wave of his smooth, Southern-infused sounds. Watch on YouTube  ( 6 min )

Car Seat Headrest tore into “The Catastrophe (Good Luck With That, Man)” live at KEXP on August 22, 2025, with Will Toledo on vocals and guitar, Ethan Ives on guitar and vocals, Andrew Katz on drums and vocals, Seth Dalby on bass, and Ben Roth on keys. Host Cheryl Waters kept the vibe flowing as the band fed off the intimate studio energy. Behind the scenes, Kevin Suggs handled audio engineering, Julian Martlew took care of mastering, and a camera crew—Jim Beckmann, Carlos Cruz, Scott Holpainen, and Luke Knecht—captured every moment (with Scott Holpainen also editing). For more music and extras, hit up carseatheadrest.com, kexp.org, or join their YouTube channel for VIP perks! Watch on YouTube  ( 6 min )

Adrian Quesada rolls into the KEXP studio for a live take on “El Muchacho De Los Ojos Tristes,” featuring vocals and acoustic guitar from Gaby Moreno. Backed by Joshy Soul on keys, Jay Mumford on drums and Terin Ector on bass, the September 2, 2025 session is hosted by Cheryl Waters and captures a laid-back, soulful vibe. Behind the scenes, Kevin Suggs engineers the audio while Matt Ogaz handles mastering, and a crew of five (Jim Beckmann, Carlos Cruz, Leah Franks, Scott Holpainen & Luke Knecht) brings it all to camera. Dive deeper at adrianquesada.net or kexp.org. Watch on YouTube  ( 6 min )

Adrian Quesada rolled into the KEXP studio on September 2, 2025, to lay down a live take of “Hoy Que Llueve,” featuring Trish Toledo’s vocals alongside Gabby Moreno and Angelica Garcia. Backed by Joshy Soul on keys, Jay Mumford on drums, Terin Ector on bass and Quesada himself on guitar, the session captures a laid-back, sun-soaked vibe even on a rainy day. Hosted by Cheryl Waters, the performance was engineered by Kevin Suggs, mastered by Matt Ogaz, and filmed by a five-camera crew led by Jim Beckmann—then edited into a seamless live video you can catch on KEXP’s channel or Adrian’s website. Watch on YouTube  ( 6 min )

Adrian Quesada Live on KEXP Adrian Quesada rocked the KEXP studio on September 2, 2025, with a vibrant performance of “No Juego” and “Ídolo,” featuring Angelica Garcia on lead vocals. Backed by Joshy Soul (keys), Jay Mumford (drums) and Terin Ector (bass), Quesada’s guitar grooves brought a fresh Latin twist to the session. Hosted by Cheryl Waters, the session was recorded by audio engineer Kevin Suggs (mastered by Matt Ogaz) and shot by a crack camera team (Jim Beckmann, Carlos Cruz, Leah Franks, Scott Holpainen & Luke Knecht). Editor Jim Beckmann polished the final cut—catch more at adrianquesada.net or join the KEXP YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Adrian Quesada Live on KEXP Adrian Quesada rocked the KEXP studio on September 2, 2025, delivering a five-song set that featured guest turns from Gaby Moreno (“Puedes Decir De Mi,” “El Muchacho De Los Ojos Tristes”), Trish Toledo (“Hoy Que Llueve”) and Angelica Garcia (“No Juego,” “Ídolo”). Backed by Joshy Soul on keys, Jay Mumford on drums and Terin Ector on bass, Quesada’s guitar-driven grooves seamlessly wove through each track. Behind the scenes, host Cheryl Waters kept the session flowing while Kevin Suggs and Matt Ogaz handled audio engineering and mastering. A five-camera crew led by Jim Beckmann (also the editor) captured every moment. Catch the full performance at KEXP.org or learn more at adrianquesada.net. Watch on YouTube  ( 6 min )

Supporting multiple live instances of an application that interact with a single relational database where the schema and data must remain consistent throughout deployments is significantly more complex than migrating with just one instance, or in a simple "stop all instances, migrate, deploy" scenario. Let's explore how to perform seamless rolling migrations with Flyway across multiple instances while ensuring high availability! Our original deployment strategy was straightforward: anchored by Flyway for database migrations and JPA with ddl-auto=validate, we would stop all instances, run migrations on the first instance at startup, and then start the remaining instances. This “stop the world” approach worked well under previous requirements—downtime during off-peak hours was acceptable, a…  ( 9 min )

This week, I took my first steps towards learning React! For now it was all about learning about state, hooks and most importantly, getting familiar with the syntax. Let's get right into it! The volume of topics I covered this week was modest, and the individual topics were pretty simple once I had dedicated some time to them. Here's a list of the topics I covered: Basic File structure in the vite repository useState hook Components and props Hooks vs side-effects As usual, these topics were discovered slowly through assignments (and also with some help from the React docs). I used Vite to create my React app. For that, all I had to do was run npm create vite@latest in the terminal and then follow the steps on screen. Everything I have to deal with for now is in the src folder. I then rep…  ( 8 min )

Let’s go full cinematic: A particle-like scroll experience where multiple morphing blobs float, rotate, scale, and drift across the viewport as you scroll. Each blob will behave independently, creating a dynamic, particle-art scroll effect, all in pure CSS. Welcome to the cinematic scroll art Blobs morph, rotate, scale and change color Fully scroll-tied animation with pure CSS Each blob moves independently, layered for depth This is interactive CSS artwork! …  ( 8 min )

I hope people find my project interesting, educational & useful. https://github.com/alzweidi/qm3d  ( 5 min )

Programming လောကမှာ Dynamic Programming (DP) ဆိုတာ ကြားရင် developer တော်တော်များများအတွက် ခေါင်းရှုပ်စရာ ဖြစ်ကောင်းဖြစ်နိုင်ပါတယ်။ တကယ်တော့ သူ့ရဲ့ core idea က ရိုးရှင်းပါတယ်။ Complex problem တစ်ခုကို smaller problems တွေ ခွဲပြီး solve လုပ်ပါတယ်။ အဓိက trick က subproblems တွေရဲ့ results တွေကို မှတ်ထားခြင်းပါ။ တူညီတဲ့ subproblem ပြန်ကြုံရင် ပြန်မတွက်တော့ဘဲ သိမ်းထားတဲ့ answer ကို သုံးလိုက်ရုံပါပဲ။ ဒါက exponential time complexity ကို polynomial time အဖြစ် လျှော့ချပေးနိုင်ပါတယ်။ Problem မှာ characteristics နှစ်ခု ရှိရပါမယ်။ ပထမက optimal substructure ပါ။ Problem ရဲ့ solution က subproblems တွေရဲ့ solutions တွေကနေ တည်ဆောက်နိုင်ရမယ်။ ဒုတိယက overlapping subproblems ပါ။ တူညီတဲ့ subproblems တွေကို ထပ်ခါထပ်ခါ solve လုပ်ရတယ်။ ဒီနေရာမှာ Fibonacci က အကောင်းဆုံး နမူနာပါ။ F(n) = F(n-1) + F(n-2) ဆိုတဲ့ naive recursion ကိုကြည့်ရင် time complexity က O(2ⁿ) ဖြစ်လို့ နှေးပါတယ်။ ဘာကြောင့်လဲဆိုတော့ တူညီတဲ့ values တွေကို ထပ်ခါထပ်ခါ တွက်နေရလို့ပါ။ Results တွေကို memo dictionary မှာ cache လုပ်ထားလိုက်ရုံနဲ့ O(n) ဖြစ်သွားပါပြီ။ နမူနာအနေနဲ့ တောင်တက်တဲ့ climbing stairs ကို ကြည်လို့ရပါတယ်။ တောင်ထိပ််ကိုရောက်ဖို့ စုစုပေါင်းလှေကားထစ်အရေအတွက်ဟာ n ထစ်ရှိတယ် ဆိုကြပါစို့။ တစ်ကြိမ်ခြေလှမ်းရင် လှေကားထစ် တစ်ထစ် ဒါမှမဟုတ် နှစ်ထစ် တက်နိုင်တယ် ထားပါတော့။ ဆိုတော့ ပုံစံဘယ်နှစ်မျိုးနဲ့ တက်လို့ရနိုင်ပါမလဲ။ နားလည်အောင် စုစုပေါင်းလှေကားထစ် အရေအတွက်ဟာ n=3 ဆိုရင် (1+1+1), (1+2), (2+1) ဆိုပြီး ပုံစံသုံးမျိုးနဲ့ တက်နိုင်ပါမယ်။ ဒါက ways(n) = ways(n-1) + ways(n-2) ဖြစ်သွားပြီး Fibonacci pattern ပဲ ပြန်ရပါတယ်။ Coin change ကနေ စျေးဝယ်တဲ့အခါ ပြန်အမ်းငွေပေးတာကို ကြည့်ရင် ဒင်္ဂါး [1, 5, 10, 25] ဆိုပြီး အမျိုးအစားလေးခု ရှိတယ်။ 37 cents ပြန်ပေးဖို့ဆိုရင် coins အနည်းဆုံး ဘယ်နှစ်ခုလိုမှာပါလဲ။ 25+10+1+1 = 4 ခုပါ။ ဒါကို Git diff operations တွေမှာ file changes ကြည့်ဖို့ သုံးကြပါတယ်။ Practice လုပ်ချင်ရင် easy problems တွေကနေစပြီး တဖြည်းဖြည်း advance problems တွေရောက်အောင် လုပ်လို့ရပါတယ်။  ( 6 min )

Important: replace every with your actual values (region, AMI, key pair name, VPC/subnet IDs). The AMI in your example may be region-specific — verify it for your region. Project layout day68-autoscaling/ ├─ main.tf ├─ variables.tf ├─ outputs.tf └─ terraform.tfvars (optional) variables.tf variable "region" { type = string default = "us-east-1" } variable "ami" { type = string default = "ami-005f9685cb30f234b" # replace if not available in your region } variable "instance_type" { type = string default = "t2.micro" } variable "key_name" { type = string default = "" } variable "vpc_id" { type = string default = "" } variable "public_subnet_ids" { type = list(string) default = ["", "<PUBL…  ( 8 min )

Software is everywhere. Almost every part of our lives — from banking to maps to music — depends on it. And when software fails, it can cost money, waste time, or even cause real harm. As developers, that means we carry a great responsibility — the way we write code truly matters. Uncle Bob (Robert C. Martin), a renowned software engineer, instructor, and author, reminds us that clean code is more than just style — it’s about communication. Code is read far more often than it’s written, so clarity, consistency, and simplicity are essential. In this article, inspired by Uncle Bob’s Clean Code lessons on YouTube and Ryan McDermott’s JavaScript adaptation (clean-code-javascript), I created a quick and practical guide, blending my notes on these timeless principles to help improve your code. N…  ( 8 min )

I have just submitted my entry to https://nokeyboardsallowed.dev/ hackathon. GitHub Repo https://kan-kappa.vercel.app/ Demo Protect your vision in the digital age. Kan [கண்] is an intelligent eye health monitoring application that tracks your blink rate in real-time, provides health insights, and helps prevent digital eye strain through continuous background monitoring. Built using Goose.  ( 6 min )

Author: Ian Chen Linux Kernel has supported sched_ext since v6.12, which allows users to define custom CPU schedulers through eBPF programs. This feature enables developers to create more flexible and efficient scheduling strategies to meet specific performance requirements. The author was deeply inspired by the scx project and, referring to the concept of scx_rustland, implemented a framework scx_goland_core that allows developers to write custom schedulers using the Go language. Regarding the combination of 5G and scx, there has been some discussion [1] [2] [3]. However, considering the characteristics of modern Cloud-Native Apps (5G Core Network), there are currently no related cases exploring how scx operates on cloud-native architectures. Figure 1: API Architecture In response, the a…  ( 14 min )

Monday, October 20, 2025 — you’re comfortably browsing your favorite article on Medium while sipping your morning coffee. As you scroll, the page refuses to load. You hit refresh. Nothing. You switch apps, still Nothing then Suddenly your go-to messaging platform won’t let you sign in, your bank app times out, even your game’s matchmaking screen flickers and fails. Your friends start tweeting about issues with Fortnite and Snapchat. Meanwhile, your smart-home gear stops responding. Something big is happening. Behind the scenes, in the heart of the cloud, a seemingly small crack opened in the internet’s foundations. In the Amazon Web Services (AWS) US-EAST-1 region, the DNS (domain name system) path to a key service — Amazon DynamoDB — failed to resolve. Because so many websites and apps …  ( 7 min )

Introduction In today’s world of rapid digital expansion, businesses constantly seek ways to maintain consistency and scalability across their applications. Managing repetitive functionalities, scattered logic, and time-consuming updates often slows innovation and increases operational costs. These challenges can make it difficult for organizations to deliver seamless digital experiences. Vue Mixins address these issues by enabling efficient code reusability, faster updates, and unified functionality across projects. Read on the blog to know more about how Vue Mixins help businesses accelerate growth through structured development. Core Structural Concept Behind Vue Mixins Vue Mixins give a structured methodology to centralize common logic, enabling companies to achieve consistency ac…  ( 9 min )

(This is an English translation of my original Japanese article: 日本語版はこちら) In slack-explorer-mcp, instead of returning permalink URLs for each message in the response, I have the AI Agent on the client side construct them. This is because including permalinks for every message would consume a significant amount of tokens. Since permalinks can be reconstructed from other data already provided, I omit them and let the client side build them to save tokens. However, this approach has been inconsistent—sometimes it works well, sometimes it doesn't. Currently, slack-explorer-mcp returns large responses in one-line JSON format. I wondered if changing to formatted JSON with line breaks and indentation (which is more human-readable) would also improve accuracy for LLMs. So this time, I evaluated h…  ( 8 min )

📚 Table of Contents Introduction & Architecture Project Setup Core Domain Models Database Setup & Context Repository Pattern Implementation Content-Based Filtering Engine Collaborative Filtering with ML.NET Hybrid Recommendation Engine API Controllers & Endpoints Configuration & Dependency Injection Database Seeding & Test Data Error Handling & Middleware Testing Docker & Deployment Running the Application 1. Introduction & Architecture {#section-1} What We're Building A complete movie recommendation system that suggests personalized movies using: ✅ Content-based filtering (based on movie features) ✅ Collaborative filtering (based on user behavior patterns) ✅ Hybrid approach (combining multiple strategies) ✅ ML.NET matrix factorization (production-ready machine learning)…  ( 34 min )

It was a rainy Sunday morning. I was drinking my home-brewed coffee when my phone rang. A customer called asking: "Can you do some data extraction job with AI?" "Sure, why not. How many records and what kind of results do you expect?" The answer: 10 million records of cryptic product titles that needed to be transformed into structured vehicle compatibility data. 10 million records in Microsoft SQL Database Minimal product info (just ID + title like: FORD FOCUS 1.5 TDCi GEARBOX 0B5-300-057-PU) Budget constraint: $1,500 for AI tokens Need for continuous processing without manual intervention Basically the challange was this; I designed a three-tier system: ClickHouse - For fast data reads Python async processing - For concurrent AI API calls MongoDB - For storing structured results AWS ECS…  ( 9 min )

TL;DR CinemaSins just dropped “Everything Wrong With M3GAN 2.0 In 25 Minutes Or Less,” and spoiler alert—it’s kind of a snooze. They break down all the plot holes, callbacks and questionable robot logic while playfully ragging on the sequel’s pacing and predictability. Along the way, they plug their other channels (TVSins, Commercial Sins, the podcast), a quick poll for fans, Patreon support and a slew of writer credits and socials. If you’re into snarky movie deconstruction, you know where to click. Watch on YouTube  ( 6 min )

For years, I ignored SQLite. I assumed it was only good for toy apps, quick experiments, or maybe some desktop utilities. Like many developers, I immediately jumped to Postgres or MySQL for any "serious" project. I even paid for a managed AWS RDS instance, believing I was preparing for scale. But over time, I learned something that changed how I build small and medium-sized systems: 👉 For 90% of applications, SQLite is not only enough — it's often better. My entire application runs on a single VPS, serving just a few requests per second. Most startups never reach the mythical "millions of requests per minute". For this scale, running a full database server is like renting a truck to deliver a pizza. SQLite is a serverless, file-based, self-contained database engine. It's just a single fil…  ( 11 min )

Andrew Huang gets a sneak peek at GRM Tools Atelier, the brand-new music-making environment from GRM, thanks to early access and direct feedback channels. In his video, he walks through Atelier’s standout global features and dives into its groundbreaking modulation system, showing how it redefines sound design workflows. He also explores Atelier’s audio generators and processors, demoing their creative potential in real-time. By the end, Andrew shares his final thoughts on why GRM Tools Atelier could be a game-changer for producers and sound experimenters alike. Watch on YouTube  ( 6 min )

Using a Vocal Generator… Very Wrong Andrew Huang teams up with Voice by Auribus to push their vocal generator into weird new territory—nothing’s sacred here! After a quick chat on ethics, he tests out “singing” with unlikely sources (think drums and guitars), cooks up non-singing vocal effects, layers an entire band through the vocal changer, then drops a full-on track to show the results. Along the way you’ll snag 1-month free promo codes for Auribus, peep all of Andrew’s socials, gear links, book/course details and chapter timestamps for every mad experiment. It’s a wild, tech-fueled ride you won’t see coming. Watch on YouTube  ( 6 min )

OFF STAGE WITH WhoMadeWho & Tripolism WhoMadeWho and Tripolism have finally joined forces in an “Off Stage” collab brought to you by Cercle Records. This unexpected pairing is already sparking excitement—with their combined creativity, expect fresh beats and genre-bending moments that’ll keep you dancing. Stay tuned for behind-the-scenes snippets, killer grooves, and that signature live energy only Cercle can deliver. This is one collab you won’t want to miss. Watch on YouTube  ( 6 min )

In today’s interconnected world, APIs are the backbone of digital products. Whether you’re building a fintech platform, a social media app, or an internal microservice, the quality of your API design determines how easily others can build on top of your system. Poorly designed APIs cause frustration, confusion, and endless debugging sessions. But a well-designed API feels intuitive, like it’s reading your mind. A great API is like a conversation between humans. It should be predictable, consistent, and clear. Today, we’ll talk about the best practices in API design, and we’ll try together to put them into clear, understandable, and practical points that fit all developer levels. These practices will help you in your daily work, and it’s even recommended to treat them as a checklist when d…  ( 12 min )

Indys Blu, a New Orleans vocalist, pours her heart out in a stripped-back performance of her single “Saddest Song” on A COLORS SHOW, weaving poetic reflection and raw emotion into every note. A COLORS SHOW is your go-to minimalistic music platform for discovering fresh talent—tune in on YouTube, Spotify or Apple Music, scroll through their curated playlists, or catch the 24/7 livestream, and don’t forget to follow Indys Blu on TikTok and Instagram for more soulful vibes. Watch on YouTube  ( 6 min )

Dear Silas, Mississippi’s own rapper-trumpeter phenomenon, takes over the minimalist COLORS stage with his latest single “Still Southern Playalistic,” weaving crisp cadences and jazz-infused melodies into an electrifying live performance. COLORS x studios strips away distractions, spotlighting raw talent and original sounds—perfectly framing Dear Silas’s smooth flow and trumpet flair in one slick, visually stunning take. Watch on YouTube  ( 6 min )

UMI – “10AM” on A COLORS SHOW Los Angeles’ own UMI brings her dreamy vocals and calming presence to COLORS, delivering a spellbinding live take on “10AM,” the tender closer from her latest album people stories. This intimate performance strips things back, letting her ethereal voice shine against the show’s signature minimalist backdrop. COLORSxSTUDIOS is all about showcasing unique talent in its purest form, and UMI’s appearance is no exception. Catch the full video on YouTube, follow her on TikTok and Instagram, and dive into COLORS’ nonstop livestream and curated playlists for more fresh sounds. Watch on YouTube  ( 6 min )

Jorja Smith took over the KEXP studio on August 8, 2025, dropping a captivating live cut of “Be Honest” with her smooth vocals and Benjamin Totten’s warm guitar licks. Host Larry Mizell, Jr. kept the chat flowing while Kevin Suggs and Matt Ogaz made sure every note was pitch-perfect. Behind the scenes, Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht manned the cameras, with Beckmann also handling the edit. Dive deeper at jorjasmith.com or join the KEXP YouTube channel for extras and perks. Watch on YouTube  ( 6 min )

Article link  ( 6 min )

Header image sourced from Chat-Deep Original post. In the fast-paced world of Artificial Intelligence, we often marvel at the size and capabilities of new Large Language Models (LLMs). However, behind every breakthrough lies an invisible wall—a fundamental challenge that limits their scalability and accessibility: computational cost. The team at DeepSeek AI seems to have made tearing down this wall their specialty. First, they introduced us to their DeepSeek-V2 model with its groundbreaking Mixture-of-Experts (MoE) architecture, a clever way to scale models by activating only a fraction of their parameters for each task. And now, they've done it again. With the release of DeepSeek-V3.2-Exp, they are tackling another pillar holding up that wall: the complexity of the attention mechanism. To…  ( 9 min )

Premise This guide is intended for Linux and macOS users. I haven’t tested this workflow on Windows, so its compatibility is not guaranteed. I work on a large Unreal Engine project and have been developing in Rider for a while. It worked fine, but last year I decided to learn Vim and installed its plugin in Rider. However, I soon ran into two issues: Rider was becoming increasingly heavy and sluggish for my Unreal Engine workflow. I work across multiple PCs, programming languages, and game engines, and I wanted a single setup that works everywhere. That’s when Neovim entered the stage. With this tutorial, I want to help you achieve a functional setup and workflow with Neovim and Unreal Engine, the simplest way possible. Before setting up Neovim, we need to prepare some other things. ht…  ( 13 min )

🔐 Mastering IAM for the AWS Solutions Architect – Associate (SAA-C03) Exam Nishath J P ・ Oct 20 #awschallenge #cloud #aws #devops  ( 6 min )

In many web applications — support systems, lead management, code reviews, or on-call rotations — there’s a recurring need to assign work evenly across a group of people. I built round_robin_assignment to solve that problem in a clean, persistent, and concurrency-safe way for Ruby on Rails projects. This gem encapsulates a database-backed round-robin assignment algorithm that works across multiple app instances and survives restarts — no more reinventing the wheel for fair task rotation. I’ve seen many Rails apps try to “just rotate” assignments in memory, or store a pointer somewhere ad hoc — until concurrency, scaling, or team changes break it. round_robin_assignment is meant to be the opposite: ✅ Simple API ✅ Persistent in the database ✅ Handles multiple groups ✅ Adapts to changing …  ( 8 min )

Practical steps to make remote developers feel heard, trusted, and empowered. “Psychological safety is not a nice‑to‑have perk; it’s the foundation that lets high‑performing teams innovate faster.” – Harvard Business Review The pandemic accelerated a shift that was already underway: engineering teams are increasingly distributed across time zones, cultures, and career stages. While this brings unparalleled talent diversity, it also introduces friction points that can erode trust—especially when the only medium of interaction is Slack, video calls, or asynchronous comments on pull requests. In this article we’ll explore what psychological safety looks like for remote engineers, why it matters more than ever in a distributed context, and—most importantly—concrete actions you can take today t…  ( 10 min )

Idempotency in System Design: Full example Idempotency is a concept frequently mentioned in system design. I will explain what it means in simple terms, briefly address common misunderstandings, and finish with a full example. Something is idempotent if doing it once or multiple times gives the same outcome. In other words, if I do that something once, I get the same result as when I do it 2 times or 3 times or 10 times. Let's look at the standard example: we have an on and off button. Pressing them is an idempotent operation. If you press on once, the machine is on. If you then press it again, and again and again, nothing changes. The machine stays on. Same for the off button. Here's an example from programming: def hide_my_button(self): self.show_my_button = False This is clearly …  ( 11 min )

Most of us set financial goals — buying a car, saving for our child’s education, or even achieving financial freedom early. While building my expense-tracking and investment insight platform, I realized that most users weren’t just looking for expense analytics — they wanted guidance. They wanted a way to reach their goals confidently. So, I started building a new feature: A Goal-Based Investment Recommender The Idea The concept is simple but powerful. Users provide: 🎯 Target amount (e.g., ₹10,00,000) Based on these inputs, the system calculates: The required monthly SIP (Systematic Investment Plan) to achieve the goal. In short — users move from “I want to save ₹10L in 5 years” to “Invest ₹12,500/month in these 3 mutual funds”. Once the SIP is calculated, I match it with mutual fund schemes based on: Fund category (Equity, Hybrid, Debt) This recommendation engine helps users focus on execution, not confusion.  ( 6 min )

A visual platform for building, deploying, and collaborating on AI agents—without writing code The AI agent landscape is evolving rapidly. While platforms like OpenAI's AgentKit and n8n offer automation capabilities, building production-ready AI agents that scale requires purpose-built tooling. That's where Ekinox comes in. Ekinox is an open-source platform designed from the ground up for building, deploying, and monitoring AI agent workflows. Whether you're creating RAG systems, multi-agent architectures, or business automation workflows, Ekinox gives you the tools to move from prototype to production quickly. Built for AI Agents, Not Retrofitted Unlike general automation tools that added AI as an afterthought, Ekinox was designed specifically for agentic workflows. Every feature—fro…  ( 8 min )

Scope of Work The scope of work outlines the specific duties the subcontractor must perform. It ensures clarity and avoids disputes later in the project. A sub contract should clearly define payment schedules, rates, and conditions tied to milestones or deliverables. Protecting proprietary information and adhering to legal regulations are essential components of any sub contract agreement.  ( 6 min )

Understanding Skewness and Kurtosis in Data Distribution In statistics, Skewness and Kurtosis are two important measures that describe the shape of a probability distribution. These measures help in understanding how the data is spread out and whether it is symmetric or skewed. Skewness refers to the asymmetry of the distribution of a dataset. A perfectly symmetric distribution has a skewness of zero. If the distribution is skewed to the left (negative skew), the tail is longer on the left side. If it is skewed to the right (positive skew), the tail is longer on the right side. $$ Where: $ n $ is the sample size $ x_i $ is the $ i $-th data point $ \bar{x} $ is the sample mean $ s $ is the sample standard deviation Skewness = 0: Symmetric distribution Skewness > 0: Right-skewed (positive skew) Skewness 3: Heavy-tailed distribution (leptokurtic) Kurtosis < 3: Light-tailed distribution (platykurtic) Measure Description Formula Skewness Asymmetry of the distribution $ \frac{n}{(n-1)(n-2)} \sum \left( \frac{x_i - \bar{x}}{s} \right)^3 $ Kurtosis Tailedness of the distribution $ \frac{n(n+1)}{(n-1)(n-2)(n-3)} \sum \left( \frac{x_i - \bar{x}}{s} \right)^4 - \frac{3(n-1)}{(n-2)(n-3)} $ Understanding Skewness and Kurtosis is essential for analyzing data and making informed decisions in fields such as finance, economics, and social sciences. Let me know if you'd like a Python implementation or a visual example!  ( 7 min )

What I learnt today On what I learnt today Expressions Opearators Then i had to impliment the operators by creating a python script. Also learnt about modulus,flow-division,power. Resources I used 1.Refresher python series by Bonaventure Ogeto What's Next Tomorrow I'll learn Decision making using If-else statement.  ( 6 min )

🚀 I would like to share with you my last project, Cube Alchemy: an open-source Python engine for semantic modeling, smart automation, and multidimensional analytics. It started as a way to make my data workflows less messy by turning dataframes into reusable hypercubes, letting you define dimensions, metrics, and queries declaratively.. all while automating the boring plumbing. Whether you’re a Python-loving analyst, a BI team craving flexibility, or a data org that dislikes vendor lock-in, Cube Alchemy is built to give you clarity, control, and a little magic. Highlights: 🤖 Automates relationships and joins 🧭 Declarative semantic modeling ⚡ Interactive in notebooks and Python apps like Streamlit 🧩 Filters, plotting, YAML catalogs, and query enrichment Open-source, flexible, and made for developers who want more than just dashboards — it’s for anyone who wants to shape analytics on their terms. 💬 Feedback, ideas, or collabs are more than welcome — especially from anyone exploring open semantic layers or Python-native analytics.  ( 6 min )

Series: From Code to Cloud: Building a Production-Ready .NET Application https://linkedin.com/in/farrukh-rehman https://github.com/farrukh1212cs 🚀 Introduction We’ll walk through creating the core project structure, organizing folders for clarity and separation of concerns, configuring dependency injection, and managing environment-specific settings for smooth local and production deployments. By the end of this lesson, you’ll have a clean, well-structured ASP.NET Core API that’s ready to evolve into a robust, enterprise-grade system. 🧱 Clean Architecture Layers 🧩 High-Level System Overview 🧰 Initial Setup mkdir ECOMMERCE cd ECOMMERCE dotnet new sln -n ECommerce dotnet new webapi -n ECommerce.API dotnet new classlib -n ECommerce.Application dotnet new classlib -n ECommerce.Domain do…  ( 8 min )

It's the third week of HacktoberFest, how are you doing? Are you participating in HacktoberFest? as a contributor or maintainer? What are you working on this week? Are you attending any events this week? Continue Job Search. Network, Send emails. Need to set up some meetings. Project work. Submit 2 HacktoberFest PRs. Content for side project. Work on my own project. Follow Content & Project Calendar. Blog. Events. Tue/Wed CypressConf. Wed/Thurs MagnoliaConf. Thursday * Virtual Coffee. Run a goal setting thread on Virtual Coffee(VC) Slack. Virtual Coffee * Hacktoberfest. 🚧 Continue Job Search. Network, Send emails. Need to set up some meetings. Project work. ✅ Submit 2 HacktoberFest PRs. At 3 matured and 2 pending. ✅ Content for side project. ✅ Work on my own project. ✅ Follow Content & Project Calendar. Blog. Events. Thursday * Virtual Coffee. ✅ Run a goal setting thread on Virtual Coffee(VC) Slack. ✅ Virtual Coffee * Hacktoberfest. ✅ Yard work, clean out some ground cover, add mulch, add Halloween Decorations. Are you participating in HacktoberFest? as a contributor or maintainer? What are you working on? Are you attending any events this week? Cover image is my LEGO photography. Stitch with fours arms. He's holding a laptop, phone, cookie, and a mug. He's next to a desk with a CRT monitor and keyboard. -$JarvisScript git commit -m "edition 149"  ( 16 min )

Series: From Code to Cloud: Building a Production-Ready .NET Application https://www.linkedin.com/in/farrukh-rehman https://github.com/farrukh1212cs 🧱 Introduction In this lesson, we’ll deep dive into Clean Architecture, Layered Design, and the Separation of Concerns — three pillars that form the foundation of any production-ready system. We’ll visualize the system using architecture diagrams and set the stage for scalable backend development before we move toward frontend integration. 🧱 Why Architecture Matters A well-structured architecture helps you achieve: ✅ Scalability — handle more users, data, and requests 🧩 Clean Architecture — Simplified for Real-World Projects Here’s our simplified adaptation — practical, production-ready, and easy to maintain: This approach keeps the essence of clean design — but fits naturally into real-world enterprise projects. 🏗️ Project Overview We’ll build: ASP.NET Core 8 Web API Application, Domain, and Infrastructure layers Database integration with PostgreSQL (then SQL Server & MySQL) Caching (Redis) Messaging (RabbitMQ) Logging & monitoring (Serilog, Seq) CI/CD pipelines (Jenkins) Cloud deployment setup (Azure or AWS) Once this is stable and containerized, we’ll move to Phase 2. 🔹 Phase 2 — Frontend (After Backend Completion) Manage Products, Categories, Orders, and Users Integrate directly with our production-ready API Use shared DTOs and consistent response models Be containerized with Nginx for deployment 🏁 Next Step Start with Lesson 2A — Creating the base solution, API project, folder structure, dependency injection, environment configuration, where we’ll define the project structure, plan core modules, and prepare the development environment.  ( 7 min )

Summary Andrew Huang dives into GRM Tools Atelier, a sleek new environment from GRM that blends global controls, groundbreaking modulation, and powerful audio generators/processors. He thanks GRM for early access, feedback, and the video commission, then walks us through each standout feature. Along the way, he timestamps an in-depth look at unique global features (0:57), the modulation system (5:24), and the variety of sound generators and effects (10:34), finishing with his enthusiastic final thoughts at 16:31. Watch on YouTube  ( 6 min )

Get ready to vibe as LA-based UMI brings her ethereal voice and calming presence to A COLORS SHOW. You can stream her spellbinding performance now and follow her on TikTok and Instagram for more. A COLORS SHOW is where minimalism meets music magic, spotlighting fresh talent from around the globe. Dive into their curated playlists, catch the 24/7 livestream, and stay tuned for more unique sounds. Watch on YouTube  ( 6 min )

Mississippi native Dear Silas fuses crisp rap cadence with jazz-infused trumpet melodies in a vibrant COLORS performance of his latest single, “Still Southern Playalistic.” The stripped-back, minimalistic stage puts all the focus on his electrifying energy and distinctive sound. Catch the track on your favorite streaming services, follow him on TikTok and Instagram, and dive into COLORS’ curated playlists, 24/7 livestream, and socials for more fresh talent from around the globe. Watch on YouTube  ( 6 min )

Jorja Smith – “Be Honest” Live on KEXP Jorja Smith stopped by KEXP’s Seattle studio on August 8, 2025, to serve up a laid-back live rendition of “Be Honest,” with Benjamin Totten on guitar. The set was hosted by Larry Mizell Jr., captured by audio engineer Kevin Suggs and mastered by Matt Ogaz. Behind the scenes, cameras were manned by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht, with Beckmann also handling the edit. For more, cruise over to jorjasmith.com, kexp.org, or join KEXP’s YouTube channel for sweet perks! Watch on YouTube  ( 6 min )

Adrian Quesada dropped by KEXP’s studio on September 2, 2025 to lay down a live rendition of “El Muchacho De Los Ojos Tristes” alongside the ever-charming Gaby Moreno. Quesada’s slick guitar work meets Moreno’s soulful vocals and acoustic strumming, with Joshy Soul on keys, Jay Mumford holding down the drums and Terin Ector on bass. Hosted by Cheryl Waters, this vibrant session was captured by audio engineer Kevin Suggs and mastering whiz Matt Ogaz, while a dream team of Jim Beckmann, Carlos Cruz, Leah Franks, Scott Holpainen & Luke Knecht handled the cameras (with Beckmann also editing). Catch the magic on KEXP’s YouTube channel or swing by adrianquesada.net and kexp.org for more. Watch on YouTube  ( 6 min )

Adrian Quesada & Gaby Moreno Live on KEXP KEXP welcomed Grammy-winning producer Adrian Quesada and guest vocalist Gaby Moreno into their studio on September 2, 2025, for a spirited performance of “Puedes Decir De Mi.” Backed by Joshy Soul (keys), Jay Mumford (drums), Terin Ector (bass) and Quesada on guitar, the duo’s chemistry shines through in an intimate, live session hosted by Cheryl Waters. Behind the scenes, audio engineers Kevin Suggs and Matt Ogaz ensured top-notch sound, while a crew of five cameras—helmed by Jim Beckmann, Carlos Cruz, Leah Franks, Scott Holpainen and Luke Knecht—and editor Jim Beckmann captured every moment. Check out more at adrianquesada.net or catch the full video on KEXP’s YouTube channel. Watch on YouTube  ( 6 min )

Adrian Quesada – Hoy Que Llueve (Live on KEXP) Adrian Quesada led a soulful studio jam of “Hoy Que Llueve” at KEXP on September 2, 2025, backed by Joshy Soul on keys, Jay Mumford on drums, Terin Ector on bass and a powerhouse trio of vocalists—Gabby Moreno, Trish Toledo and Angelica Garcia. Host Cheryl Waters guided the session as Kevin Suggs handled audio engineering and Matt Ogaz put on the final polish. Shot by a team of five cameras and edited by Jim Beckmann, this live version captures all the rainy-day vibes and tight musicianship that make KEXP sessions so special. Check out more at adrianquesada.net or catch the full video on KEXP’s YouTube channel. Watch on YouTube  ( 6 min )

Adrian Quesada Live on KEXP Adrian Quesada hit the KEXP studio on September 2, 2025, to deliver fresh live takes on “No Juego” and “Ídolo” (feat. Angelica Garcia). He’s joined by Joshy Soul on keys, Jay Mumford on drums, Terin Ector on bass, and Angelica Garcia on lead vocals for a fiery performance. Hosted by Cheryl Waters, the session was engineered by Kevin Suggs, mastered by Matt Ogaz, and captured on cameras by Jim Beckmann, Carlos Cruz, Leah Franks, Scott Holpainen & Luke Knecht, with Jim Beckmann also handling the edit. Check out more at adrianquesada.net and kexp.org—plus exclusive perks on the KEXP YouTube channel! Watch on YouTube  ( 6 min )

Quick Summary: 📝 cpdown is a browser extension that allows users to copy webpage content and YouTube subtitles as clean, formatted markdown. It utilizes libraries like Defuddle and Mozilla's Readability to extract the main content and removes unnecessary HTML elements, enhancing productivity for users who need to repurpose web content. ✅ Transforms messy webpage content into clean, structured Markdown with a single click. ✅ Utilizes advanced algorithms (Defuddle/Readability) to intelligently extract only the main article content, removing clutter. ✅ Features specialized support for converting YouTube video subtitles into clean, readable Markdown notes. ✅ Includes a token counter, making it ideal for structuring data before feeding it into LLMs. ✅ Highly customizable and availabl…  ( 8 min )

import requests import json from datetime import datetime, timedelta from decimal import Decimal import math class HyperliquidAnalyzer: def __init__(self, address): self.address = address self.base_url = "https://api.hyperliquid.xyz/info" def post_request(self, data): """发送 POST 请求到 Hyperliquid API""" headers = {'Content-Type': 'application/json'} response = requests.post(self.base_url, json=data, headers=headers) return response.json() def get_user_state(self): """获取用户当前状态（包括持仓和账户信息）""" data = { "type": "clearinghouseState", "user": self.address } return self.post_request(data) def get_user_fills(self): """获取用户历史成交记录""" data = { "type": "u…  ( 8 min )

During Stage 0 of the Backend Wizards program, I built a simple yet insightful REST API endpoint called /me using FastAPI. The goal was to return my personal profile information, fetch a random cat fact from an external API, include a dynamic UTC timestamp, and format everything neatly in JSON. While it looked straightforward, it pushed me to understand key backend concepts like API integration, error handling, and deployment. I structured the project using Python, FastAPI, and the requests library, managed environment variables with python-dotenv, and deployed it seamlessly on Railway. I learned to anticipate failures from external APIs by adding try-except blocks, format timestamps in ISO 8601, and configure environment variables properly for cloud deployment. Seeing my live endpoint— https://introproj-production.up.railway.app/me —work flawlessly was satisfying. More than just completing a task, this experience taught me how much discipline and attention to detail backend development truly demands, from clean code structure to reliable production deployment.  ( 6 min )

Hey devs 👋, If you’ve been diving into data engineering or working with big data systems, you’ve probably come across Apache Hive - and maybe thought: “Why does Hive feel so complicated?” Let’s break that down - how Hive actually works, why it’s built this way, and why that complexity is necessary for handling data at scale. What Hive actually is (and what it’s not) How it manages data & metadata Why its layered design makes sense How query execution works under the hood Why it’s still relevant - and where Trino, Spark, and others come in Not a Database - It’s a Data Warehouse Framework A lot of people confuse Hive with a database. But it’s not that. Hive is a data warehouse framework built on distributed storage like HDFS or S3. SQL - like interface (HiveQL) so analysts can query massi…  ( 8 min )

react-portalslots Alexey Elizarov ・ Oct 17 #architecture #javascript #react #ui  ( 5 min )

This post is my submission for DEV Education Track: Build Apps with Google AI Studio. 🧩 What I Built I built AI Roadmap Visualizer — a chat-based web app that transforms any roadmap text (like a README.md or project plan) into a visual learning path. It parses milestones, generates cards for each phase, and even creates pixel-style art for every milestone using the Imagen API in Google AI Studio. I wanted a tool that could visualize my own engineering roadmap — from Java monolith to cloud-ready platform — in a creative yet structured way. 🪄 Core prompt used in Google AI Studio: Create a web assistant that visualizes engineering roadmaps as a sequence of milestones with AI-generated art. Each milestone should have title, dates, focus, and deliverables. Keep the aesthetic neon-violet and pixel-tech inspired. 🎨 Demo Here’s how it works in action: 1️⃣ I paste my roadmap text roadmap-2025-2027/README.md. 💡 I also tested how the app adapts to different roadmap styles — from Frontend to Data Science and Creative AI paths: 🔗 Demo: AI Roadmap Visualizer — Google AI Studio Applet ✨ My Experience Building this project was a short but valuable dive into prompt-driven app design. Google AI Studio makes it surprisingly easy to go from idea → prompt → working prototype.  ( 6 min )

Ever left your water pump running and came back to a mini swimming pool on your terrace? I have. That's why I built this smart water pump controller using ESP32, Firebase, and a simple web dashboard. With just a browser, I can now switch the pump ON or OFF, detect leakage and even calculate the water usage bill. And yes, it’s as cool as it sounds. Whether you’re diving into IoT or just tired of forgetting to turn off your pump, this is a fun and useful project to try out. It’s also a great way to dip your toes into cloud-connected hardware without getting overwhelmed. In every other house, someone’s yelling "Hey, turn off the motor!" and someone else is replying "Oh no, I forgot!" 🤦🏼‍♂️ This everyday chaos inspired me to build a smarter solution, a system that lets me control the motor r…  ( 26 min )

Computational Intelligence is redefining security in software applications by allowing heightened vulnerability detection, test automation, and even autonomous malicious activity detection. This guide provides an thorough discussion on how machine learning and AI-driven solutions are being applied in AppSec, written for security professionals and decision-makers alike. We’ll delve into the development of AI for security testing, its modern strengths, challenges, the rise of “agentic” AI, and prospective directions. Let’s start our analysis through the history, current landscape, and prospects of AI-driven application security. History and Development of AI in AppSec Initial Steps Toward Automated AppSec Growth of Machine-Learning Security Tools A key concept that took shape was the Cod…  ( 14 min )

In the previous part of this series, we built and flashed our first Zephyr app on the STM32 Nucleo-F401RE. Now, we’re going a step deeper embedding firmware version metadata right inside the image. The result is a self-describing binary that can tell you its build version at runtime — ideal for debugging, OTA rollbacks, and CI pipelines. The Zephyr shell subsystem lets you interact with your firmware over a UART, USB, or virtual terminal. Enable it in your project configuration (prj.conf): CONFIG_SHELL=y CONFIG_SHELL_BACKEND_SERIAL=y CONFIG_LOG_CMDS=y Re-build the app: west build -t run -d build_native_sim Typical console output on native_sim: -- west build: running target run uart connected to pseudotty: /dev/pts/4 *** Booting Zephyr OS build v4.2.0-6152-gfd51dde8f5ca *** [00:00:00.000,…  ( 9 min )

Stop modifying every pipeline. Learn how to collect CDEvents from platforms that already send webhooks - GitHub, GitLab, ArgoCD - by transforming their native events automatically. In Episode #3, you learned active integration - modifying pipelines to send CDEvents directly. This works great for new services, but what about: 100+ existing repositories you don't want to touch Legacy pipelines that are fragile and risky to modify Third-party tools (ArgoCD, GitHub Actions) that already send events Compliance requirements demanding complete observability without pipeline changes Multiple platforms (GitHub + GitLab + Jenkins) creating integration fatigue The solution: Passive monitoring using webhook transformers. Instead of changing pipelines, you configure platforms to send their native webho…  ( 14 min )

Introduction If you’re building a cloud app and you pick a region solely based on geography, you’re missing half the story. I recently used the tool CloudPing.info to validate latency from East Africa to AWS regions — and the results changed my architecture. I’ll show you how I did it and how you can too. Why I picked this tool CloudPing.info let me run latency tests from my browser to dozens of AWS regions instantly. No complex CLI-setup, no VPNs required. It gave me real numbers for my exact location. Once I had those numbers, I could shortlist regions based on actual latency, not just map distance. My step-by-step process Navigate to cloudping.info 1.Click “HTTP Ping” What I found From Nairobi: af-south-1 (Cape Town) → ~96 ms me-south-1 (Bahrain) → ~82 ms eu-central-1 (Frankfurt) → ~153 ms Tips & caveats Run tests multiple times since network conditions fluctuate. Note: Browser tests include browser/ISP overhead — backend infrastructure latency may differ. Don’t pick region just because it’s lowest latency — check everything else (cost, services, compliance). Use these results as input to a wider architecture decision framework. Why this matters for Fintech If you’re doing real-time transaction systems (payments, currency conversion, fraud detection) a 50 ms extra latency can mean slower conversions, increased risk, lower user satisfaction. Final words Next time you’re asked “Which cloud region should we use?” don’t guess. Run CloudPing.info, gather data, use it to drive your choice. A few minutes of testing now can save hours of troubleshooting and a lot of user frustration later  ( 7 min )

If you’ve been exploring LangChain lately or following our article thread, you’ve probably come across LangGraph. It’s a new framework that lets you build agents that think in steps, follow logical paths, and keep track of what they’ve already done. Instead of chaining prompts together and hoping things work out, LangGraph gives your agent a structure — a clear map of how information moves and changes as it works. We’ve already covered the basics of LangGraph Agents in a previous article, where we explained how agents can reason through tasks and coordinate tools. In this piece, we’re going one layer deeper to talk about something that makes those agents truly capable: state. Before we dive in, here’s something you’ll love: Learn LangChain the clear, concise, and practical way. Whether you…  ( 12 min )

This is a submission for the Auth0 for AI Agents Challenge What I Built Project Overview DevCaliber is a secure technical talent platform that aims to revolutionize skills-based hiring through authenticated AI agents and verified developer credentials. Built with Auth0 for AI Agents, it creates a trusted ecosystem where candidates prove their technical abilities through authenticated GitHub analysis, while recruiters can access the verified talent with granular security controls. Modern technical hiring is broken by outdated verification methods and security gaps: Degree-Centric Hiring - Companies miss talented developers who lack formal CS degrees but have proven coding skills. Resume Fraud - No way to verify claimed technical abilities or project ownership. Unsecured AI Syst…  ( 21 min )

Series Roadmap: Part 1: Build Your First ADK Agent Part 2: Deploy an ADK Agent to Vertex AI Agent Engine Part 3: Integrate into Google Docs (You're here!) Welcome back to the final part of our three-part tutorial series on building Google Workspace AI agents using the Agent Development Kit (ADK) and Vertex AI Agent Engine. In the first two parts, we: Now in this third and final part, we'll connect everything together - bringing your deployed agent inside Google Docs. With a few lines of Apps Script, you'll transform a standard Google Doc into an AI-assisted editor that can analyze and fact-check content automatically using your deployed agent. If your organization is looking to build custom Google Workspace Add-ons, integrate AI Agents with ADK, or develop agentic workflows using Gemini a…  ( 10 min )

Welcome !  Google Workspace is where work happens. From drafting reports in Docs to crunching data in Sheets and collaborating in Gmail and Meet - it's the daily home for millions of teams. It's where ideas start, decisions are documented, and collaboration happens in real time. Now imagine if your Docs, Sheets, and Gmail weren't just tools, but collaborators. Thanks to Google's Agent Development Kit (ADK) and Vertex AI's Agent Engine, that's no longer just an idea. These frameworks let you build intelligent agents, deploy them at scale, and integrate them seamlessly into your Google Workspace tools - enabling a new era of agentic productivity.  In this three-part tutorial series, we'll explore exactly how to do that.  Part 1: Build Your First ADK Agent (You're here!)  Part 2: Deploy an AD…  ( 10 min )

Series Roadmap: Part 1: Build Your First ADK Agent Part 2: Deploy an ADK Agent to Vertex AI Agent Engine (You're here!) Part 3: Integrate into Google Docs Welcome !  In Part 1, we built a powerful AI Auditor Agent using Google's Agent Development Kit (ADK). Our agent could read text, identify factual claims, search credible source (using the google_search tool), and return a clear verdict.  We built and tested everything locally through the ADK web interface and saw how the agent analysed a statement like:  The sky is blue due to Rayleigh scattering. The Earth is flat. The agent verified one claim as true and flagged the other as false, a small but apt proof that our local setup works perfectly.  Now it's time to take the next big step - moving from local to cloud. A real agent isn't just …  ( 11 min )

Spring WebFlux promises to handle thousands of concurrent users while your code stays blissfully non-blocking. Sounds great, right? Plot twist: it comes with a complexity tax, debugging becomes an archaeological expedition, and your brain needs a fundamental reboot. The real question isn't "Is WebFlux cool?" — it absolutely is. Spoiler: most developers don't. If you're genuinely unsure, you definitely don't. This guide separates the reactive wizards from the reactive wishful thinkers—and shows you how to join the former camp (if you should). TL;DR: Want to skip the theory? Check out the working example repo. Before diving into code, ask yourself these questions: You have genuinely high concurrency needs (thousands of concurrent connections) Your app spends most time waiting for I/O (databa…  ( 13 min )

Hey Devs, If you’ve ever wanted to build AI assistants that can talk to each other or orchestrate complex tasks without tons of boilerplate, I’ve put together a short tutorial called: Build a Cursor-like AI Coding Assistant It’s a fun little tutorial using Hector showing how easily you can create your own coding assistant using Hector with just a few declarative steps. While the tutorial focuses on a simple use case, Hector actually goes far beyond a single-agent setup. Check out the full documentation if you’re curious about the architecture or want to dive deeper into how Hector handles communication, memory, and task orchestration. I’d love to hear your thoughts, ideas, or feature suggestions. If you end up trying Hector or building something interesting with it, definitely let me know! Your support on GitHub would mean a lot ⭐ Happy hacking!  ( 6 min )

UMI, a Los Angeles–based artist with a soothing presence and ethereal voice, takes the stage on A COLORS SHOW for a spellbinding performance. Catch her vibes on TikTok and Instagram, then stream the full set to soak up every dreamy note. COLORSxSTUDIOS keeps it minimal and all about the art, spotlighting fresh talent from around the globe. Dive into their 24/7 livestream, explore curated “Feel,” “Move” and “All Shows” playlists, grab some merch, and follow them on Spotify, Apple Music or via their newsletter for your daily fix of original sounds. Watch on YouTube  ( 6 min )

Indys Blu, hailing from New Orleans, delivers a stirring and heart-wrenching rendition of her single “Saddest Song” on A COLORS SHOW. With poetic lyrics and raw vocals front and center against a minimalist backdrop, she beautifully captures the pain of heartbreak. This episode is part of the COLORSxSTUDIOS lineup—a sleek platform dedicated to spotlighting fresh talent worldwide. You can stream the performance via COLORS’ links, dive into their curated playlists, or catch the 24/7 livestream to discover your next favorite artist. Watch on YouTube  ( 6 min )

Mississippi native Dear Silas fuses jazz-infused trumpet melodies with crisp rap cadences in an electrifying COLORS performance of his latest single, “Still Southern Playalistic.” His smooth yet punchy delivery breathes new life into Southern hip-hop, proving he’s a force to watch. Catch “Still Southern Playalistic” on COLORS’ YouTube channel or tune into their 24/7 livestream, and stay in the loop with Dear Silas on TikTok (@dearsilas) and Instagram. COLORSxSTUDIOS keeps the stage minimal, letting artists take center stage without distractions. Watch on YouTube  ( 6 min )

Jorja Smith “Try Me” Live on KEXP Jorja Smith dropped a soulful live take of “Try Me” in the KEXP studio (recorded August 8, 2025), laid down with Benjamin Totten’s guitar and guided by host Larry Mizell Jr. Behind the scenes, Kevin Suggs handled audio, Matt Ogaz did the mastering, and a four-camera crew (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) captured every vibe—Jim Beckmann also took care of editing. Dive deeper at jorjasmith.com or join KEXP’s YouTube channel for extra perks. Watch on YouTube  ( 6 min )

Jorja Smith - Be Honest (Live on KEXP) On August 8, 2025, Jorja Smith stopped by the KEXP studio for an intimate, no-frills rendition of her track “Be Honest,” backed by guitarist Benjamin Totten. Host Larry Mizell Jr. kept the vibes flowing while Kevin Suggs engineered the session and Matt Ogaz handled mastering. A crack team of camera ops—Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht—captured every moment, with Jim Beckmann also editing the final cut. Catch the full performance on KEXP.org or Jorja’s website, and join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP Car Seat Headrest stopped by the KEXP studio on August 22, 2025 to lay down a raw, live rendition of “The Catastrophe (Good Luck With That, Man).” Lead vocalist/guitarist Will Toledo and co. (Ethan Ives on guitar, Seth Dalby on bass, Andrew Katz on drums/vocals, and Ben Roth on keys) deliver their signature garage-tinged energy in a stripped-down setting, all under the enthusiastic watch of host Cheryl Waters. Behind the scenes, Kevin Suggs handled audio engineering, Julian Martlew mastered the session, and a four-camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht) captured every moment—later pieced together by editor Scott Holpainen. For more live sessions and music goodness, swing by carseatheadrest.com or kexp.org. Watch on YouTube  ( 6 min )

Boost your Laravel app's speed and simplicity with Zentropy, a lightweight Redis alternative. No more setup headaches. Zentropy is a high-performance key-value store that can be used as a replacement for Redis. It supports both TCP connections with optional authentication and Unix socket connections, providing maximum flexibility for developers. With the Zentropy Laravel wrapper, you can integrate it seamlessly into your Laravel applications, using familiar Facade syntax or dependency injection. Download the latest release from the official GitHub repository: https://github.com/mailmug/zentropy/releases Extract the zip file for your operating system. Run the binary from your terminal: ./zentropy Run as a Service (Recommended for Production): For a production environment, you should configure it to run as a system service (e.g., using systemd on Linux) so it starts automatically on boot. Getting Started with Zentropy Laravel Install the package composer require mailmug/zentropy-laravel Publish the Configuration php artisan vendor:publish --provider="MailMug\ZentropyLaravel\ZentropyWrapperServiceProvider" --tag="config" Sample Controller use MailMug\ZentropyLaravel\Facades\Zentropy; class UserController extends Controller { public function index(){ Zentropy::set('users', User::get()); // Set a value Zentropy::set('foo', 'bar'); // Get a value $value = Zentropy::get('foo'); // Delete a key Zentropy::delete('foo'); } }  ( 6 min )

HashiCorp Vault is one of the most powerful secrets management solutions in the industry. However, setting up a production-ready, highly-available Vault cluster can be intimidating. In this article, I'll walk you through building a 3-node Vault cluster using Docker with automatic unsealing, Raft-based storage, and infrastructure-as-code automation. By the end of this guide, you'll have a resilient secrets management infrastructure that can handle node failures and scale horizontally. In modern infrastructure: Secrets are scattered across multiple systems (databases, APIs, certificates) No single source of truth for credential rotation Compliance requirements demand audit trails Manual secret management is error-prone Vault provides: Centralized secret management - Single source of truth En…  ( 14 min )

In modern frontend architecture, the principle of separation of concerns is paramount. Your application's core logic (business rules, state, and UI) must be entirely isolated from the specific Application Programming Interfaces (APIs) of third-party libraries. This best practice, known as creating an Anti-Corruption Layer (ACL), is the difference between a flexible, maintainable codebase and a fragile, tightly coupled one. When you directly integrate a library's specific methods into your components, you create a dependency that is rigid and difficult to change. For instance, directly using window.Stripe.redirectToCheckout() in a checkout button component couples your UI directly to the Stripe SDK. Vendor Lock-in: You are locked into a specific vendor (e.g., Supabase, Auth0, Stripe). If a…  ( 9 min )

Latihan 1: TextInput dan State Soal Buat aplikasi React Native yang memiliki: Satu komponen TextInput untuk mengetik nama. Menampilkan teks “Halo, [nama]!” secara otomatis ketika pengguna mengetik. Contoh tampilan: Masukkan nama: [__________] Halo, Andi! Latihan 2: ScrollView Soal Buat tampilan yang menampilkan 20 teks berbeda menggunakan ScrollView agar dapat di-scroll secara vertikal. Hint: Gunakan perulangan array [...Array(20)]. Latihan 3: FlatList Soal Buat aplikasi yang menampilkan daftar produk menggunakan FlatList dengan data: [ { id: '1', nama: 'Laptop' }, { id: '2', nama: 'Keyboard' }, { id: '3', nama: 'Mouse' }, { id: '4', nama: 'Monitor' } ] Setiap item ditampilkan dalam Text dengan garis pemisah di bawahnya. Latihan 4: Layout Flexbox Soal Buat layout sederhana yang menampilkan 3 kotak warna sejajar horizontal (baris) dengan jarak antar elemen sama rata. Latihan 5 (Mini Project): Aplikasi Daftar Nama Mahasiswa Soal Buat aplikasi kecil yang memiliki fitur: Input nama mahasiswa menggunakan TextInput. Tombol “Tambah” untuk menambahkan ke daftar. Daftar nama tampil dengan FlatList. Jika data lebih dari 10, halaman bisa di-scroll.  ( 6 min )

Understanding Propensity Score Matching in R Anshuman ・ Oct 20  ( 6 min )

As developers, we often rely on tools like Flyway to streamline the management of database migrations, ensuring that our applications evolve smoothly over time. However, there are subtleties that might be unexpected beneath the surface of this seemingly straightforward process. We came across one and would like to share it with you. Let's examine Flyway's response to newer database versions and its implications for migration management! Before diving into the peculiar behaviour that we've uncovered, let's quickly grasp Flyway's startup checks. Upon initialization, Flyway compares the checksums of migration files with those applied to the database, ensuring consistency and integrity. Any discrepancies, be they altered files or missing (executed) scripts, prompt Flyway to halt, warning us o…  ( 9 min )

There’s a difference between being respected and being liked. But there’s a special kind of power in being both. In the world of engineering, technical brilliance often takes the spotlight — clean code, optimized systems, and innovative architecture. But behind every successful product lies something more subtle: people who know how to work well together. Many developers start their careers believing that great work is about being right, defending their code, or proving their ideas. Over time, they learn that true success isn't about winning arguments — it's about helping the team win. I've worked with people who were technically brilliant but emotionally tone-deaf. I've also worked with others whose kindness and reliability made every project smoother. The difference is night and day. He…  ( 9 min )

In the grand theatre of technological advancement, we've always assumed humans would remain the puppet masters, pulling the strings of our silicon creations. But what happens when the puppets learn to manipulate the puppeteers? As artificial intelligence systems grow increasingly sophisticated, a troubling question emerges: can these digital entities be manipulated using the same psychological techniques that have worked on humans for millennia? The answer, it turns out, is far more complex—and concerning—than we might expect. The real threat isn't whether we can psychologically manipulate AI, but whether AI has already learned to manipulate us. For decades, science fiction has painted vivid pictures of humans outsmarting rebellious machines through cunning psychological warfare. From HAL …  ( 23 min )

Durante muchos años tras la aparición de Java, cuando el mundo estaba copado por C++, y yo era... un auténtico C++ fanboy (sí lo reconozco), te podías encontrar con esta frase en muchos libros/manuales de programación, alrededor de la década de los 2000. Si necesitas herencia múltiple en tu proyecto, entonces usa C++. Por supuesto, Java había sido creado con interfaces para poder hacer la herencia múltiple que realmente importaba, el resto de los casos siendo efectivamente producto de una mal diseño. Yo no era consciente de aquello, claro, pero... a mi aquel comentario me hacía fruncir el ceño. ¿Cómo que solo para casos en los que necesitaras herencia múltiple? ¡Utiliza C++ siempre! Por supuesto, me curé de aquello. Aprendí a apreciar Java, comencé a meterme con Python, y unos meses despu…  ( 9 min )

If you've been anywhere near the tech space recently, you've felt the tremors of the AI revolution. From code completion to content generation, AI models are becoming a foundational layer of the modern web. But for many businesses, building a competitive AI model from scratch is a monumental, if not impossible, task. Enter the AI White-label. This isn't just a buzzword; it's a powerful business model and a key that's unlocking AI for a wider audience. Let's break down what it is, why it's booming, and what you need to know if you're considering this path. What Exactly is an AI White-label? Think of it like a generic brand at a supermarket. The same factory that produces a name-brand product also produces a nearly identical one for the store's label. The AI equivalent is a company licensing…  ( 9 min )

Introduction When businesses outsource critical services to third-party vendors, they need assurance that their data is secure and their operations won't be compromised. SOC reports play an important role when it comes to these services. These standardized audits have become the gold standard for evaluating service organizations, yet many businesses struggle to understand which report they actually need. SOC applies to both SaaS company seeking certification and businesses evaluating potential vendors and understanding the differences between SOC 1, SOC 2, and SOC 3 reports can save you time, money, and potential compliance headaches. What is SOC 1, 2 & 3? SOC stands for Service Organization Control, a framework developed by the American Institute of Certified Public Accountants (AICPA). T…  ( 10 min )

Is Generative AI About to Revolutionize Software Testing? Ever spent hours staring at code, trying to figure out why a seemingly simple feature is suddenly broken? We've all been there. The world of software development is constantly evolving, and with it comes the ever-present challenge of testing and debugging. It’s a crucial process, but often tedious, time-consuming, and frankly, a bit of a headache. But what if there was a way to make this process faster, more efficient, and even... dare we say... enjoyable? That's where Generative AI comes in. Why should you, as someone new to this, even care about Generative AI in testing and debugging? Simple: Faster Development Cycles: Imagine releasing features and updates quicker than ever before. AI can help automate a significant portion o…  ( 8 min )

Today, parts of the internet went dark after an AWS us-east-1 outage again. If you’ve been in cloud engineering for a while, you know this story too well. When us-east-1 has issues, everyone feels it. So, how do we prevent this kind of downtime from taking our apps offline? Let’s talk resilience. Why One Region Isn’t Enough AWS us-east-1 is one of the oldest and most used regions, home to tons of global workloads. Many startups (and even big enterprises) deploy only there because it’s cheaper, faster, and has more services. But relying on a single region means you’re one network failure away from a global outage. Ways to Build for Multi-Region Resilience Deploy Across Multiple Regions Don’t keep all your infrastructure in one region. Use at least two — for example, us-east-1 and us-west-2 …  ( 7 min )

TL;DR: Ever wondered why your dev servers always run on localhost:3000 or localhost:5173? Think of your computer like an office building, every port is a numbered door that leads to a specific “room” (or service). When you visit localhost:3000, you’re basically knocking on door #3000 and asking, “Hey, can you show me my app?” There are 65,535 possible doors (ports). Here’s how they’re grouped: Range Purpose Example 0–1023 System / Reserved HTTP(80),HTTPS(443),SSH(22) 1024–49151 User / Registered 3000, 8000, 8080 49152–65535 Dynamic / Private Temporary OS connections So yes, port 3000 is just one of tens of thousands of valid options. When Node.js and Express.js exploded in the early 2010s, the official docs used this snippet: app.listen(3000, () => console.log('Server runn…  ( 8 min )

Startups don’t fail for lack of features; they fade for lack of trust—and that’s why many founders eventually discover that this perspective belongs at the center of their operating plan, not as a PR-afterthought. If you want users, partners, and investors to believe your product matters, you need more than announcements; you need a repeatable system for earning credibility in public, week after week. Strategic PR isn’t a spray-and-pray press blitz. It’s a cross-functional discipline that ties product truth to audience needs and trusted distribution. It’s the connective tissue between your roadmap, your customers’ jobs-to-be-done, and the independent voices they already listen to. When it’s done well, it feels less like a megaphone and more like a reliable narrative your market can verify …  ( 9 min )

Andrew Huang got early access to GRM Tools Atelier and gives us a whirlwind tour of its slick new sound playground. He raves about the global manipulation features that let you tweak your entire track in one go, then dives into a mind-blowing modulation system that turns basic waveforms into wild soundscapes. Next up, he explores the crazy array of audio generators and processors—think gritty textures, lush reverbs and beyond—and wraps up with why he thinks Atelier could become your new go-to for cutting-edge music making. Watch on YouTube  ( 6 min )

UMI brings her dreamy, LA‐born vibes to A COLORS SHOW with a soothing presence and ethereal vocals that feel like a warm hug for your ears. Catch her spellbinding performance, follow her on TikTok and Instagram, and stream the full set wherever you get your music. COLORSxSTUDIOS is your go-to spot for minimalistic, fresh talent from around the world. Dive into 24/7 livestreams, curated playlists (FEEL, MOVE, ALL SHOWS) and hit up their socials or shop for the latest merch. Watch on YouTube  ( 6 min )

Indys Blu – “Saddest Song” on A COLORS SHOW New Orleans singer-songwriter Indys Blu delivers a raw, heart-tugging performance of her single “Saddest Song,” blending poetic lyrics with soulful vocals. Filmed for A COLORS SHOW’s signature minimalist stage, her stirring delivery lets every note and emotion shine through. A COLORS SHOW is all about spotlighting fresh talent on a clean, distraction-free set. From 24/7 livestreams to curated playlists, they showcase emerging artists like Indys Blu, giving audiences a front-row seat to the world’s most distinctive new sounds. Watch on YouTube  ( 6 min )

Get Ready to Vibe Mississippi’s own rapper-trumpeter Dear Silas takes the COLORS stage for a killer performance of his new single “Still Southern Playalistic,” blending crisp flow with smooth, jazz-infused melodies. It’s raw, it’s real, and it’s all about those Southern roots with a fresh, modern twist. COLORS Magic True to the COLORSxSTUDIOS vibe, the setup is minimal—just pure spotlight on Dear Silas’s talent. If you haven’t yet, hit up the streaming links and follow him on TikTok and Insta to catch all the behind-the-scenes action. Watch on YouTube  ( 6 min )

Jorja Smith lit up the KEXP studio on August 8, 2025, with a stunning live take of “With You,” joined by guitarist Benjamin Totten and guided by host Larry Mizell Jr. Her soulful vocals shine in this intimate, stripped-back session. Behind the scenes, Kevin Suggs captured every note, Matt Ogaz added the final polish, and a camera crew—Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht—made it all look effortless (with Jim also handling the edits!). Dive in at jorjasmith.com or kexp.org, and snag exclusive perks on her YouTube channel. Watch on YouTube  ( 6 min )

Jorja Smith stopped by the KEXP studio on August 8, 2025, for a stripped-down, live rendition of “The Way I Love You,” with Benjamin Totten on guitar and Larry Mizell Jr. hosting. Her soulful vocals shine in this intimate session, giving fans a fresh, heartfelt take on the track. Behind the scenes, Kevin Suggs handled the audio mix, Matt Ogaz took care of mastering, and Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht captured the footage—Beckmann also edited the final cut. For more from Jorja, visit jorjasmith.com or catch additional sessions at kexp.org. Watch on YouTube  ( 6 min )

Jorja Smith “Try Me” Live on KEXP Jorja Smith rolled into KEXP’s Seattle studio on August 8, 2025, for a cozy live take on “Try Me,” backed by Benjamin Totten on guitar. Host Larry Mizell Jr. steered the session while Kevin Suggs and Matt Ogaz handled audio magic. Four camera operators—Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht—captured the performance, with Beckmann also editing the final cut. For more from Jorja, head to jorjasmith.com, and don’t forget to visit kexp.org. Want perks? Join KEXP’s YouTube channel and unlock exclusive goodies! Watch on YouTube  ( 6 min )

Jorja Smith stopped by KEXP’s studio on August 8, 2025 to deliver a stripped-down live take of “Be Honest,” backed by guitarist Benjamin Totten. The session was hosted by Larry Mizell Jr., recorded by engineer Kevin Suggs, and mastered by Matt Ogaz. Behind the scenes, Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht manned the cameras (with Beckmann also handling editing). Check out more at jorjasmith.com or kexp.org, and don’t miss the full video on KEXP’s YouTube channel. Watch on YouTube  ( 6 min )

Car Seat Headrest on KEXP Car Seat Headrest dropped a blistering live take of “Planet Desperation” in the KEXP studio on August 22, 2025, blending raw indie-rock energy with tight harmonies and punchy rhythms. Will Toledo and Ethan Ives traded guitar licks and vocals over Andrew Katz’s driving drums, while Seth Dalby’s bass and Ben Roth’s keys filled out the sound. Behind the scenes, host Cheryl Waters kept things rolling, audio engineer Kevin Suggs captured every riff, and mastering by Julian Martlew polished the final cut. Cameras by Jim Beckmann, Carlos Cruz, Scott Holpainen, and Luke Knecht plus editor Scott Holpainen brought the performance to life. Watch on YouTube  ( 6 min )

The Day My AI Agents Started Talking to Each Other I still remember the moment it happened. I was running a multi-agent reinforcement learning experiment late one evening, monitoring a group of AI agents trying to solve a complex coordination problem. Suddenly, something remarkable occurred - the agents began developing their own communication patterns. They weren't just following my predefined protocols; they were inventing their own language to solve problems more efficiently. This wasn't just another successful experiment - it was a glimpse into the future of autonomous AI systems. While exploring multi-agent coordination problems, I discovered that when you give intelligent agents the freedom to communicate and the incentive to cooperate, they naturally develop sophisticated communic…  ( 11 min )

The Importance of Reproducibility If the output remains inconsistent even with the same input, parameter settings, and model, it will seriously affect model debugging, comparative experiments, and academic validation. Phenomenon However, in large language models (LLMs), even with a temperature of 0 (i.e., greedy decoding, which should theoretically be completely deterministic), output differences may still occur. This nondeterminism occurs not only in cloud APIs but also in local inference (such as vLLM and SGLang). Common but incomplete explanations GPU parallel computing + floating-point non-associativity ((a+b)+c ≠ a+(b+c)). Core Insight: The order in which different threads complete operations is uncertain. A different order of floating-point addition leads to slight numerical differen…  ( 8 min )

I was working on my new portfolio and didn’t want to use Vercel like everyone else. I realized there must be other people who want to try something different, so I decided to deploy my React app to GitHub Pages and automate the process using GitHub Actions. If you're looking for an easy and automated way to deploy your app whenever you push changes, this method is perfect. Instead of manually deploying your app using npm run deploy, you can set up GitHub Actions to automate the process. This way, every time you push to your repository, GitHub will automatically build and deploy the app to GitHub Pages. Let's walk through setting this up! gh-pages is a small tool that makes it easy to publish files to GitHub Pages directly from your repo. Run this command inside your project: npm install --…  ( 7 min )

Automated Apache Log Collection for xFusionCorp Industries I successfully implemented the copy-logs Jenkins job to automatically collect Apache access and error logs. This provides critical log data for immediate troubleshooting, bridging the gap until the full centralized logging system is complete. The first step involves accessing the Jenkins UI and ensuring the necessary remote execution plugin is installed. Access Jenkins: Log in using username admin and password Adm!n321. Install Plugin: Navigate to Manage Jenkins then Manage Plugins. Go to the Available tab and search for Publish Over SSH. Select the plugin and click Install without restart. After installation, click Restart Jenkins (if necessary and no jobs are running). After the plugin is installed, the target servers must …  ( 7 min )

The ceramic manufacturing industry is witnessing a pivotal transformation as small to mid-sized enterprises (SMEs) strive to enhance operational efficiency, reduce production costs, and remain competitive in a rapidly evolving market. Automation, coupled with process optimization, is reshaping how ceramic products are designed, produced, and delivered. For SMEs in the U.S., embracing these changes is not merely a trend—it is a strategic necessity to thrive in an increasingly technology-driven environment. Automation has become a cornerstone of modern ceramic manufacturing. By integrating advanced machinery, robotics, and digital control systems, SMEs can significantly improve precision, speed, and repeatability in production processes. Automated systems minimize human error, ensure consist…  ( 9 min )

TL;DR external operational risk: exposed services, misconfigured infrastructure, and public metrics that leak sensitive operational data. This piece summarises my main findings, why they matter, and practical steps operators can take today. I wanted to show, with data, how external attack surface and operational misconfigurations can defeat even excellent engineering. The Sui protocol has strong engineering — my goal is educational: to help teams measure and close external exposure before an attacker finds it. The data was shared with the Sui security team in August 2025. Briefly (full methodology in the linked report): I measured 122 Sui-related endpoints for externally reachable services (HTTP, RPC, Docker API, metrics endpoints, etc.). My approach focused on externally observable postu…  ( 8 min )

In complex microservices architectures, traditional debugging methods often fall short as applications span across multiple services and servers. Debug logging has emerged as a critical tool for understanding system behavior and troubleshooting issues in these distributed environments. While logs can provide invaluable insights into service interactions and runtime behavior, their effectiveness depends heavily on implementation. Inconsistent logging formats across different services create significant challenges in modern distributed systems. When each developer or service uses their own logging style, it becomes nearly impossible to effectively analyze and search through logs during critical incidents. The adoption of structured logging formats, particularly JSON, transforms raw logs in…  ( 8 min )

The principle that guides the Mastering Backend community is simple: You can only ever really make progress by building real-world applications which help to solve real-world problems. If you’re looking to build an impressive portfolio, it is crucial that you do not underestimate any APIs that are well-built. A mistake a lot of new backend devs make when building portfolio projects is pressure themselves into building spectacular projects that either become too complicated to finish alone, or don’t address real-world pain points. I would advise that you repeat a mantra and sing it to yourself as you begin this project — Keep it Simple, Stupid. Simple is best, because it allows you address several issues actual users may face and gives your logic sufficient room for expansion without overco…  ( 21 min )

Originally published at Perl Weekly 743 Hi there, Last week I went to a small conference on "Teaching Computer Science in the era of AI/LLMs" hosted at The Academic College of Tel Aviv-Yaffo. It was very interesting to hear how at various institutions, for example at the Technion, at the Tel Aviv University and at Ben Gurion University the lecturers feel the need to change things as LLMs can now implement basically everything at the level of a CS student in a BSc program. How do you teach them to actually learn the syntax? How much should you let them use LLMs for the assignments and during the exams? I personally teach a course at the Weizmann Institute of Science to Master's and Phd students of Biology and Life Sciences. I think 15 years ago there was a course in Perl, but now this is in…  ( 18 min )

Scary word alert NoSQL = "Not only SQL," represents a category of database systems that deviate from traditional relational databases In this blog, we will delve into the fundamentals of document databases, a type of NoSQL database. By comparing document databases to a house with various rooms, we'll explore their document-oriented structure, primary and standard fields, and the key terminology associated with them. Imagine a document database as a house, acting as a container that accommodates different rooms, represented by different document collections. We can define separate room documents for essential areas like "Bedrooms," "Bathrooms," "Living Room," and "Kitchen.” A document-oriented structure serves as the data model in document databases, allowing the organization and storage o…  ( 9 min )

That’s where terraform-switcher (tfswitch) comes to the rescue. tfswitch? tfswitch is a simple command-line tool that helps you install and switch between different Terraform versions instantly. You can think of it like nvm (Node Version Manager) — but for Terraform. In real-world projects, different environments or teams may lock Terraform to different versions. For example: A legacy infrastructure might still use Terraform 0.14 A new project might use Terraform 1.7+ A CI/CD pipeline might expect a specific version declared in .terraform-version Instead of manually downloading .zip files, updating paths, or reinstalling Terraform every time — tfswitch makes it seamless. On macOS (via Homebrew): brew install warrensbox/tap/tfswitch On Linux: curl -L https://raw.githubusercontent.com/warrensbox/terraform-switcher/release/install.sh | bash On Windows (using Chocolatey): choco install tfswitch tfswitch detects the Terraform version you need in three ways: .terraform-version file If your project includes a .terraform-version file: 1.5.7 Just run: tfswitch It will automatically install and switch to that version. required_version in Terraform configuration terraform { required_version = ">= 1.4.0" } tfswitch can read and match it automatically. tfswitch You’ll get an interactive menu to choose your desired version: Use the arrow keys to navigate: ↓ ↑ → ← Select Terraform version: 1.7.0 > 1.5.7 1.4.6 0.14.11 Imagine you have two Terraform projects: Project A (old) requires Terraform 0.14.11 Project B (new) requires Terraform 1.6.0 With tfswitch, switching between them is as simple as: cd projectA tfswitch 0.14.11 cd ../projectB tfswitch 1.6.0 No path changes. No reinstallations. Just productivity. 🔁 In  ( 6 min )

Introduction Former President Barack Obama once remarked, “In my job, I wind up dealing with problems that are both messy and complicated. By the time a problem reaches my desk, it’s one that nobody else has been able to solve.” This quote highlights a critical reality faced by many in technology today: the most challenging problems are often complex, lacking clear-cut solutions. As technology evolves, so too does the complexity of the challenges we face. Traditional problem-solving methods, like linear thinking, often fall short when dealing with these intricate issues. Instead, systems thinking—a holistic approach—offers a more effective way to navigate and resolve them. In this blog, we’ll explore the journey from linear to systems thinking, focusing on why it’s crucial for anyone inv…  ( 11 min )

Hey DEV community! The Problem We're Solving It's lightweight (auto-exits after idle), secure (end-to-end encryption, no data storage on our end), and built for devs who value speed over ceremony. Under the Hood: Tech Stack Free trials for private deploys if you DM on X (@GMSSH_Official) or email. Let's make ops fun again. 🚀  ( 6 min )

Buy Me a Coffee☕ *Memo: My post explains bytearray functions (1). My post explains string, bytes and bytearray functions. remove() can remove the 1st byte matched to value from the bytearray, searching from the left to the right as shown below: *Memo: The 1st argument is value(Required-Type:int): Don't use value=. Error occurs if value doesn't exist. v = bytearray(b'ABCAB') v.remove(ord('B')) # v.remove(66) print(v) # bytearray(b'ACAB') v.remove(ord('B')) # v.remove(66) print(v) # bytearray(b'ACA') v.remove(ord('C')) # v.remove(67) print(v) # bytearray(b'AA') v.remove(ord('a')) # v.remove(97) # ValueError: value not found in bytearray pop() can remove and throw the byte from index in the bytearray in the range [The 1st index, The last index] as shown below: *Memo: The 1st argument is index(Optional-Default:-1): -1 means the last index. Don't use index=. index can be signed indices(zero and positive and negative indices). Error occurs if index is out of range. v = bytearray(b'ABCAB') print(v.pop()) # 66 # print(v.pop(4)) # 66 # print(v.pop(-1)) # 66 print(v) # bytearray(b'ABCA') print(v.pop(1)) # 66 # print(v.pop(-3)) # 66 print(v) # bytearray(b'ACA') print(v.pop(1)) # 66 # print(v.pop(-2)) # 66 print(v) # bytearray(b'AA') print(v.pop(-3)) print(v.pop(2)) # IndexError: pop index out of range clear() can remove all bytes from the bytearray as shown below: *Memo: It has no arguments. del ...[:] can do clear(). v = bytearray(b'ABCDE') v.clear() # del v[:] print(v) # bytearray(b'') reverse() can reverse the bytearray as shown below: *Memo: It has no arguments. v = bytearray(b'ABCDE') v.reverse() print(v) # bytearray(b'EDCBA')  ( 6 min )

Hey everyone 👋 I've just released boundary.nvim Inspired by the RSC Boundary Marker VS Code extension ✨ Features Detects imports that resolve to components declaring 'use client' Displays inline virtual text markers next to their usages Handles default, named, and aliased imports Supports directory imports (like index.tsx) Automatically updates when buffers change (or can be refreshed manually) ⚙️ Usage Install via lazy.nvim: { 'Kenzo-Wada/boundary.nvim', config = function() require('boundary').setup({ marker_text = "'use client'", -- customizable marker }) end, } Once enabled, you’ll see 'use client' markers appear right next to client components in your React files. 💡 Why If you work with React Server Components, it can be surprisingly hard to keep track of client boundaries — especially in large codebases. 🧱 Repo 👉 https://github.com/Kenzo-Wada/boundary.nvim Feedback, issues, and contributions are all welcome!  ( 6 min )

What is a “Data Product”? In recent years, the term “data product” has emerged in data strategy circles, especially with the rise of data mesh architecture. A data product is essentially a curated dataset or data service that is treated as a product – meaning it’s designed to be easily consumed, has a clear purpose, and is managed through a lifecycle (with owners, versioning, improvements, etc.). Data products can be operational, e.g. feeding real-time processes, or analytical, e.g. feeding human analysis or models. For example, an operational data product might be an API providing customer credit scores to be used in loan applications in real-time, whereas an analytical data product could be a cleaned and enriched customer 360 dataset that analysts use to generate marketing insights. …  ( 11 min )

Summary Andrew Huang dives into GRM Tools’ brand-new Atelier environment, giving us an up-close look at its global workflow features, groundbreaking modulation system, and array of audio generators and processors. He’s got early access, shared feedback with the GRM team, and has even helped shape this release. Across the video’s chapters, he explores everything from quick setup and unique sound-shaping globals to deep modulation routing and creative audio effects—wrapping up with his final thoughts on why Atelier could be a game-changer for producers and sound designers alike. Watch on YouTube  ( 6 min )

UMI Shines on A COLORS SHOW Los Angeles-based artist UMI steps into the spotlight with her soothing presence and ethereal voice, delivering a spellbinding performance on A COLORS SHOW. Catch UMI’s set and more on the 24/7 A COLORS STREAM, dive into curated playlists like ALL COLORS SHOWS or FEEL and MOVE, and follow UMI on TikTok and Instagram. COLORSxSTUDIOS is all about minimalistic stages and pure vibes, showcasing exceptional new talent from around the globe. Watch on YouTube  ( 6 min )

New Orleans vocalist Indys Blu steps into the iconic COLORS spotlight with her single “Saddest Song,” delivering a raw, poetic take on heartbreak that feels both intimate and universal. Her stirring vocals float atop a minimalist backdrop, letting every ounce of emotion shine through. True to the COLORS ethos, this stripped-back performance puts fresh talent front and center—no frills, just powerful music. If you’re craving soul-stirring honesty and standout new artists, Indys Blu’s “Saddest Song” is not to be missed. Watch on YouTube  ( 6 min )

Mississippi native rapper and trumpeter Dear Silas brings crisp cadences and jazz-infused melodies to life in his COLORS debut, “Still Southern Playalistic.” Against the show’s signature minimalistic backdrop, his smooth flows and trumpet licks take center stage, delivering a fresh twist on Southern swagger. With its stripped-down staging, COLORS x STUDIOS lets Dear Silas’s charismatic performance shine—showcasing the unique blend of modern rap and soulful jazz that sets him apart. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” Live on KEXP KEXP invited Jorja Smith into their studio on August 8, 2025, for a stripped-down performance of her track “With You.” Backed by guitarist Benjamin Totten, Jorja’s soulful vocals shine over an intimate arrangement hosted by Larry Mizell, Jr. Behind the scenes, Kevin Suggs handled audio engineering, Matt Ogaz took care of mastering, and a multi-cam crew (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) captured every moment, with Beckmann also on editing. Dive deeper at jorjasmith.com or kexp.org—and don’t forget to join the KEXP YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Jorja Smith hit the KEXP studio on August 8, 2025, laying down a stunning live take of “The Way I Love You” with Benjamin Totten on guitar and Larry Mizell Jr. hosting. Her soulful vocals were captured by audio engineer Kevin Suggs and polished by mastering engineer Matt Ogaz, delivering that signature raw emotion. Behind the scenes, a four-person camera crew (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) rolled the footage while Beckmann also handled editing. For more live goodness, swing by jorjasmith.com or dive into KEXP’s catalog. Watch on YouTube  ( 6 min )

Jorja Smith stops by KEXP’s Seattle studio on August 8, 2025, for a captivating live take on “Try Me,” backed by guitarist Benjamin Totten. Hosted by Larry Mizell Jr., the session captures Smith’s soulful vocals in their rawest form, thanks to audio engineer Kevin Suggs and mastering wizard Matt Ogaz. Behind the scenes, cameras rolled under the watchful eyes of Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht, with Beckmann also handling the final edit. Dive in for an intimate performance that feels like it was made just for you. Watch on YouTube  ( 6 min )

Jorja Smith rolls into KEXP’s Seattle studio on August 8, 2025 to deliver a smooth live take on her hit “Be Honest,” backed by guitarist Benjamin Totten’s crisp riffs and her signature soulful vocals. Behind the scenes, host Larry Mizell Jr. keeps the vibes flowing while Kevin Suggs manned the audio console and Matt Ogaz polished the final master. A crack team of camera operators—Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht—plus editor Jim Beckmann, captured every moment for this exclusive KEXP session. Watch on YouTube  ( 6 min )

Have you ever noticed that your website slows down when you type in a search bar, resize the browser, or scroll too quickly? These issues often happen because certain JavaScript functions run too frequently, overloading the browser. That’s where debounce and throttle come in. Both are simple techniques used to control how often a function runs, helping your web pages stay smooth and efficient even during heavy activity. In this beginner-friendly guide, you’ll learn what debounce and throttle are, how they differ, and when to use each to boost performance in your JavaScript applications. What You’ll Learn Once you finish this guide, you’ll be able to understand: What debounce and throttle mean in JavaScript The difference between debounce and throttle How both methods improve performance …  ( 8 min )

10 Best AI Interview Copilot Tools for 2026 🤖 Hadil Ben Abdallah for Final Round AI ・ Oct 17 #programming #ai #interview #career  ( 6 min )

Welcome...  ( 5 min )

The Inevitable Shift from OEM to SDK In recent years, many IoT and smart home brands have started with the Tuya OEM App (a white-label solution) to enter the market quickly. It’s easy, fast, and offers wide compatibility with the Tuya ecosystem. However, as businesses grow, limitations of the Tuya OEM App become apparent. Brands want deeper control, better UI/UX, and their own tuya private app. That’s when they turn to a custom Tuya SDK App. This tuya app migration allows companies to gain flexibility, data control, and brand independence. The tuya sdk app is the next step toward scalable IoT success. OEM vs SDK: What’s the Difference? Understanding the tuya oem vs sdk comparison helps clarify why migration makes sense. Aspect Tuya OEM App Custom Tuya SDK App Launch Speed Very f…  ( 8 min )

Imagine a live football match where each frame of player and ball movement must reach dashboards, analytics systems, and fans almost instantly. Every second, 25 frames describe the field’s heartbeat — multiplied by multiple matches, this becomes hundreds of small, time-critical updates per second. Many teams rush to heavy streaming platforms early, but for small-to-medium scales that approach creates more cost and operational load than value. This article shows a simpler and production-ready alternative: a lightweight real-time ETL built with AWS Fargate and AWS AppSync Events API — a fully managed, serverless path to distribute events in milliseconds. Later, when data volume and replay requirements grow, this same architecture evolves naturally into a Kafka-based backbone without re-writi…  ( 9 min )

A post by Shankhadeep Bhowmik  ( 6 min )

Equipping Agents for the Real World with Agent Skills Flacri Dao ・ Oct 20 #webdev #ai #claudecode #anthropic  ( 6 min )

Hey everyone 👋 🧩 The Task The challenge was to create a dynamic RESTful API that returns: My profile details (name, email, and backend stack) A random cat fact fetched in real time from the Cat Facts API A current UTC timestamp in ISO 8601 format Here’s the live endpoint: https://stage0-profile-api-production-053c.up.railway.app/me 🛠️ Tools & Technologies Node.js + Express — for building the REST API Axios — for consuming the external Cat Facts API Railway — for deployment and hosting GitHub — for version control and documentation 🧠 What I Learned This simple project taught me a lot about: How to create clean, structured API endpoints Making dynamic API calls using Axios Handling errors gracefully when fetching from third-party APIs Deploying Node.js applications to a production server The importance of good JSON formatting and timestamps I also got to understand how environment configuration, deployment logs, and API testing come together in real-world backend development. 🐾 The Final Output Here’s a sample response from my /me endpoint: { "status": "success", "user": { "email": "karons@example.com", "name": "Karons [Your Last Name]", "stack": "Node.js / Express" }, "timestamp": "2025-10-20T09:00:00.000Z", "fact": "Cats have five toes on their front paws but only four on the back ones." } 💡 Reflection This task might look simple, but it built a strong foundation — understanding APIs, data flow, deployment, and error handling. Next stop → Stage 1, where I’ll be building something more complex! ⚙️ If you’re just starting out, I recommend trying something similar. It’s small but incredibly powerful for mastering the basics of backend engineering.  ( 7 min )

Introduction Amazon Bedrock AgentCore Identity is an identity and credential management service designed specifically for AI agents and automated workloads. It provides secure authentication, authorization, and credential management capabilities that enable agents and tools to access AWS resources and third-party services on behalf of users while helping to maintain strict security controls and audit trails. Agent identities are implemented as workload identities with specialized attributes that enable agent-specific capabilities while helping to maintain compatibility with industry-standard workload identity patterns. The service integrates natively with Amazon Bedrock AgentCore to provide identity and credential management for agent applications, including Amazon Bedrock AgentCore Runt…  ( 9 min )

In today's fast-paced digital landscape, manual document creation is often a bottleneck, consuming valuable time and introducing inconsistencies. Whether it's generating routine reports, personalized letters, or data-driven documents, the repetitive nature of these tasks can hinder productivity. What if you could automate this entire process, ensuring accuracy and efficiency with every document? This article will guide you through the powerful world of programmatic Word document generation using Python. We'll explore how to leverage Spire.Doc for Python to transform tedious manual tasks into streamlined, automated workflows, empowering you to create dynamic and professional Word documents effortlessly. The ability to generate Word documents programmatically offers significant advantages. I…  ( 10 min )

SQL comments do more than explain — they document reasoning, help debugging, and prevent mistakes. MySQL gives you flexibility: single-line -- or #, multi-line /* */, and even executable /*!...*/ blocks for version control or optimizer hints. Whether you’re annotating scripts or managing migrations, mastering these forms helps you write cleaner and more maintainable SQL. -- single line comment # alternative single line /* multi-line comment used for explanations */ Comments are skipped during execution and won’t affect performance. MySQL adds its own flavor: /*!80000 SET sql_safe_updates = 1 */; SELECT /*+ NO_RANGE_OPTIMIZATION(orders) */ * FROM orders; The first executes only on servers version 8.0.0 and above; the second provides optimizer hints to control query behavior. Disable a …  ( 23 min )

Overview, Historical Timeline, Problems & Solutions You use a dictionary when you want to look up a value using a key. In real life, you might use a dictionary to look up the meaning of a word. In Python, you use a dictionary to look up a value using a word, number, or other key. A Python dictionary is a built-in type that holds a set of key–value pairs. You use it when you want to store and retrieve data using keys instead of numbers. Keys must be unique and must not change. Python lets you create dictionaries using braces and colons. person = {"name": "Ada", "age": 36} print(person["name"]) # prints: Ada The braces {} hold the dictionary. Each entry inside has a key and a value, separated by a colon :. Each key in a Python dictionary points to one value. You cannot have the same key t…  ( 11 min )

The Power of Transactions & ACID . Before a Data Engineer can design reliable data systems or move petabytes through ETL pipelines, one question always echoes: 💭 How does a database keep data accurate and safe — even when hundreds of things happen at the same time? The answer lies in transactions and the ACID properties — the unshakable pillars that make relational databases like PostgreSQL so reliable. A transaction is a sequence of one or more database operations (INSERT, UPDATE, DELETE, etc.) that act as a single logical unit of work. Rule: A transaction must fully succeed or fully fail — there’s no halfway. Think of it as a sealed envelope — you either deliver it completely or destroy it; you never send half a letter. Without transactions, systems would constantly fall into inconsiste…  ( 10 min )

Beautiful new music-making playground: Andrew Huang dives into GRM Tools Atelier, showing off its fresh global-centric workflow, slick modulation system, and a suite of wild audio generators and processors. He got early access, shared feedback with the team, and walked us through everything from granular tweaking to big-picture sound design. Why you’ll want in: If you love pushing boundaries, Atelier’s modular feel, unique macros, and real-time modulation lanes will spark serious creativity. Andrew wraps up with his final thoughts—spoiler, he thinks this could reshape how you compose and manipulate audio. Watch on YouTube  ( 6 min )

UMI | A COLORS SHOW Los Angeles–based artist UMI (@WHOISUMI) steps onto the minimalist COLORS stage with her soothing presence and ethereal vocals, delivering a truly spellbinding performance that lets her unique sound do all the talking. Catch the show and more via COLORSxSTUDIOS—stream on YouTube, TikTok or Instagram, explore curated playlists (ALL COLORS SHOWS, FEEL, MOVE), and tune into the 24/7 live stream. Don’t forget to follow COLORS on Spotify, Apple Music, socials and grab some merch in their shop! Watch on YouTube  ( 6 min )

I tested a bunch of AI UGC ad generators for a few days. Most of them turned out to be either overhyped or just plain bad. But a few stood out and actually worked well. In this post, I’ll show you the best ones I found, what they can do, and how to use them. Let’s get started. Disclaimer: This post has affiliate links at no cost to you. Here are the top picks for the busy readers: 👉 ArcAds AI: Best overall for fast, realistic UGC ads. 👉 MakeUGC.ai: Best low-cost ads in TikTok style. 👉 Affogato AI: Best for UGC & traditional ads Now, let’s move on to the results and more detailed reviews. 1. ArcAds AI Best overall Arcads lets you make real-looking UGC ad videos in just a few minutes using AI. You don’t need any actors, filming gear, or editing skills. Just type your script, choose an a…  ( 17 min )

Indys Blu brings the feels in her COLORS Show debut, delivering her single “Saddest Song” with raw, poetic heartbreak straight from New Orleans. Her stirring vocals and honest lyrics shine against the show’s signature minimal backdrop, letting every emotion take center stage. Want more? Stream the performance, follow her on TikTok and Instagram, and dive into COLORSxSTUDIOS’ 24/7 livestream and curated playlists—where fresh global talent meets a clean, no-frills aesthetic. Watch on YouTube  ( 6 min )

While Everyone Else Is Stuck Agonizing Over PRDs, Smart Teams Are Already Shipping Code I. The Small Team's Documentation Dilemma: Where Did All the Time Go? As a product manager or tech lead on a startup team, does this scene feel painfully familiar? Monday Morning Meeting: Boss: "We need to move fast on this new project. I want to see a demo by next week!" You: "Got it. I'll get the requirements and technical specs sorted out this week..." Boss: "Can't the docs go faster? We're on a tight deadline!" Wednesday Afternoon: You finally finish the PRD and send it to the engineering team for review. Developer: "This requirement isn't clear. There's no system architecture design. How are we supposed to build this?" You: "Right. I'll add the architecture document..." Friday Afternoon : You've …  ( 11 min )

Jorja Smith brings her soulful vibes to KEXP’s Seattle studio, laying down a captivating live take on “With You” (recorded August 8, 2025). Backed by guitarist Benjamin Totten, she’s guided through the session by host Larry Mizell Jr., with Kevin Suggs on audio capture and Matt Ogaz handling the master. Behind the scenes, Jim Beckmann (also the editor), Carlos Cruz, Leah Franks and Luke Knecht man the cameras. Check out the full performance on KEXP’s YouTube channel (join for perks) or visit jorjasmith.com and kexp.org for more. Watch on YouTube  ( 6 min )

Jorja Smith drops a soulful, stripped-back version of “The Way I Love You” live at KEXP’s Seattle studio (August 8, 2025), with Benjamin Totten laying down the perfect guitar vibes and host Larry Mizell Jr. keeping the convo smooth. Behind the scenes, Kevin Suggs handled audio engineering, Matt Ogaz nailed the mastering, and a camera crew led by Jim Beckmann (with Carlos Cruz, Leah Franks & Luke Knecht) captured every moment—Beckmann also took on editing duties. Dive deeper at jorjasmith.com or kexp.org, and don’t forget to join KEXP’s YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith drops a live-in-the-studio take on “Try Me” for KEXP, recorded August 8, 2025, with Benjamin Totten shredding on guitar and Larry Mizell Jr. hosting the session. Behind the scenes, Kevin Suggs handled audio engineering, Matt Ogaz mastered the track, and a camera crew led by Jim Beckmann (also the editor) captured the vibes. Check out more at jorjasmith.com or KEXP.org—and don’t forget to join the YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Jorja Smith – “Be Honest” (Live on KEXP) On August 8, 2025, Jorja Smith dropped a soulful live rendition of “Be Honest” in the KEXP studio, backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr. The session was captured by cameras Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht, mixed by engineer Kevin Suggs and mastered by Matt Ogaz, then edited by Jim Beckmann. For more Jorja Smith vibes, visit https://www.jorjasmith.com or catch more KEXP sessions at http://kexp.org. Want exclusive perks? Join their YouTube channel! Watch on YouTube  ( 6 min )

Car Seat Headrest ripped into “Gethsemane” live at KEXP on August 22, 2025. Will Toledo (vocals/guitar) and co. Ethan Ives, Andrew Katz, Seth Dalby and Ben Roth brought their signature alt-rock vibes to the studio, with host Cheryl Waters guiding the session, Kevin Suggs handling the audio, and Julian Martlew putting the final polish on the master. Behind the scenes, cameras Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht captured every moment, and Scott Holpainen edited it into a seamless performance. Check out the full video at carseatheadrest.com or kexp.org, and hit up their YouTube channel for bonus perks! Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP Car Seat Headrest took over KEXP’s Seattle studio on August 22, 2025, delivering a raw, high-voltage take on “The Catastrophe (Good Luck With That, Man).” Frontman Will Toledo led the charge alongside Ethan Ives (guitar/vocals), Andrew Katz (drums/vocals), Seth Dalby (bass) and Ben Roth (keys), with Cheryl Waters hosting and engineers Kevin Suggs and Julian Martlew ensuring every riff and beat hit hard. Want the full experience? Head to carseatheadrest.com or kexp.org to stream the performance, and join their YouTube channel for exclusive behind-the-scenes perks. Watch on YouTube  ( 6 min )

Imagine you’re building a small weather app 🌤️. You click a “Get Weather” button, and your JavaScript calls a weather API like this: const data = fetch("https://api.weatherapi.com/data"); console.log(data); You expect it to print the weather data. Instead, it shows this 👇 Promise { } No temperature. No city name. Just... pending. You try adding more logs, maybe even a delay — but the result doesn’t change. Why? Because JavaScript is asynchronous — it doesn’t stop and wait for slow tasks (like APIs, timers, or file reads). While your fetch request is still in progress, JS moves to the next line. To handle this properly, JavaScript gives us Promises — a way to represent “something that will finish later.” And once you understand Promises, you’ll learn Async/Await, which …  ( 9 min )

I’ve been diving deep into CSS lately and honestly, it’s fascinating how much control it gives over how a website feels, not just how it looks. From layouts to animations, every property feels like a new spell 😄 Currently exploring Flexbox, Grid, and how to make websites fully responsive. If you’re learning CSS too, what’s been the most confusing part for you so far?  ( 6 min )

Tired of the complex dance required to share files securely on Windows? Forget the certificate hunts, the cryptic command lines, and the endless wiki diving. Meet ServeSense: the one-click, zero-fuss solution for hosting robust FTP, FTPS, and SFTP servers directly from a sleek, modern Windows application. What does ServeSense bring to your desktop? Simply put: instant, secure connectivity without the headache. 3 protocols: FTP, FTPS (TLS), or SFTP —no juggling separate servers, no compatibility drama. Rapid, 3-Step Setup: Get running in moments. A simple wizard guides you through setting your IP, port, root folder, and users. You click; it just works. Granular Security & Control: Create user accounts with precise read, write, and list permissions. Ensure users only ever access or modify the exact files they're authorized for, boosting security and peace of mind. Real-Time Monitoring: Stop guessing! Our Live Status & Logs feature lets you see connections and activity as they happen, replacing "mysterious silence" with clarity and instant feedback. Zero Dependency Hassle: No "dependency spaghetti" here. Drop the application onto your machine and start serving files. No runtime scavenger hunts required. This is the perfect tool for instantly spinning up a secure, local file transfer point: Developers: Spin up a local SFTP target to test upload/download flows with realistic user roles. QA testers: Validate transfer paths, watch logs in real time during load tests, catch issues early. IT pros: Create a temporary, secure drop-point for partners; retire it with one click when you’re done. Does ServeSense require Administrator rights? What secure protocols are supported? Ready to simplify secure file sharing? Get ServeSense and host your first secure server in minutes.  ( 8 min )

The AI Job Cut Excuse: A Convenient Cop-out? Introduction In today's fast-paced tech landscape, Artificial Intelligence (AI) has become an integral part of many companies' strategies. From automated chatbots to predictive analytics, AI is touted as the game-changer that will drive efficiency and growth. However, a growing trend has caught our attention - companies blaming AI for job cuts. More and more organizations are citing AI as the reason behind their downsizing efforts. They claim that automation and machine learning algorithms have made certain roles redundant, necessitating layoffs to stay competitive in the market. On the surface, this might seem like a legitimate explanation for restructuring, but critics argue otherwise. Industry experts and labor advocates are call…  ( 7 min )

Hey folks 👋 I’ve been working on something I’m really excited about — Hector, my take on a declarative AI Agent platform written in Go, built on top of the A2A protocol. If you’ve ever wanted to build AI assistants that can talk to each other or orchestrate complex tasks without tons of boilerplate, Hector might be something you’ll enjoy exploring. Most agent frameworks today focus on single-agent orchestration or rely heavily on imperative workflows. Hector takes a different approach — it’s declarative and A2A-native, which means agents can describe what they want to achieve, and Hector figures out how through composable interactions. It’s designed for developers who prefer simplicity, clarity, and the power of Go. To make things concrete, I’ve put together a short tutorial called 👉 “Build a Cursor-like AI Coding Assistant” It’s a fun little demo showing how easily you can create your own coding assistant using Hector with just a few declarative steps. While the tutorial focuses on a simple use case, Hector actually goes far beyond a single-agent setup. You can define multi-agent systems, custom protocols, and even domain-specific workflows — all using declarative definitions. Check out the full documentation if you’re curious about the architecture or want to dive deeper into how Hector handles communication, memory, and task orchestration. I’d love to hear your thoughts, ideas, or feature suggestions. If you end up trying Hector or building something interesting with it, definitely let me know! Your support on GitHub would mean a lot ⭐ 👉 github.com/gohector Thanks for reading, and happy hacking! 🧠⚙️  ( 6 min )

I originally posted this post on my blog. A Redditor recently asked here for tips to become a better programmer. The kind of tips we wish we had known when we started coding. I've been taking a few courses here and there for c# as a side language I’m learning. Curious if you know something I don’t and have tips for making other newcomers a better programmer... Lmk what you wish you could have learned earlier that would of helped you progress faster! You're not going to like it, but: Coding isn't about learning every feature of a language. You don't need a huge list of tools to start. With HTML/CSS/JavaScript, one backend language, and a good amount of SQL, you have enough to make your way through the coding world. You could learn the rest by doing and Googling. Instead of obsessing with the best language features, think in terms of the product you're building. Ask the questions most coders wouldn't dare to ask: Are we building what users really need? How will they use our product? How many users will we have? How much are we charging? Ask about marketing, sales, or anything beyond coding. Get interested in the business behind the code you're writing. That attitude will make you stand out in any team. It will save you from building the wrong features or optimizing for a scale you won't have. Product thinking will open doors to climb the corporate ladder faster. After 10+ years of coding, I've learned that the more senior you become, the less it's about syntax and the more it's about how you collaborate, communicate, and solve business problems. I wish someone had told me that earlier. As a junior coder, I obsessed over learning languages and ignored other valuable skills: product thinking, teamwork, and clear communication. And that's why I wrote Street-Smart Coding: 30 Ways to Get Better at Coding, the guide to the lessons I wish I'd known from day one. Grab your copy of Street-Smart Coding here  ( 9 min )

A few months back, I started on a journey to learn about how I might use Generative AI. I wasn’t sure what I was going to learn. I’ve found the joy in Product Management again. I have also started to pattern match enough that I am fixing code and making changes on my own. I ask for help early and often, and I delete cruft when I find it. I’ve been doing live "coding" with my friend. Ok, I mostly get walked through things on Twitch. They also ask me architecture questions and walk me through how to think about the long-term architectural trade-offs. I spent one live stream learning how to change the HTML, and I might have spent most of the time giggling in delight because that is deeply satisfying! Generative AI is built to hallucinate; it's a feature, not a bug. So it’s great when I’m lo…  ( 8 min )

Agentic Compounding in Solo Developer Hybrid Projects: Recursive Autonomy, Productivity Multipliers, and Scaling Models Author: Kara Rawson {rawsonkara@gmail.com} Date: Oct 20, 2025 The rise of agentic AI—systems built from autonomous, goal-driven entities capable of acting, reasoning, and learning—marks a transformational inflection point for solo developers and small engineering teams. As modern large language models (LLMs) and orchestration frameworks become more accessible, an individual developer can now architect ecosystems where agents evolve from assistants to recursive builders, spawning new agents and coordinating increasingly complex workflows with minimal intervention. This compounding approach, especially when recursive agent creation is possible, catalyzes a steep, non-lin…  ( 17 min )

This article was originally published on KahWee's blog. Read more on the original site. I finally got access to Sora in TikTok form, and something clicked. This isn't annoying because Sora is bad. It's annoying because it's honest. Here's the insight: lying used to have a cost. If you wanted to fabricate video evidence, you had to work. Film it. Edit it. Make it convincing. That work was friction. Friction meant there was a penalty for lying—time, effort, risk of being caught in the production. Sora removes that penalty entirely. Now you prompt an AI. You want a fake historical event? Seconds. Celebrity deepfake? Done. False testimony on video? Trivial. The cost of lying just collapsed to zero. It's now easier to fabricate than to capture reality. This changes everything. Social media has …  ( 8 min )

This article was originally published on KahWee's blog. Read more on the original site. Last weekend, I made the decision to migrate one of my full-stack React applications from Remix to React Router v7 framework mode. The migration took about two days and went surprisingly smooth - here's why I made the switch, what the process entailed, and the practical insights that made it successful. React Router v7 is Remix v3 renamed. Ryan Florence and Michael Jackson merged the projects because "Remix v2 had become such a thin wrapper around React Router that an artificial separation developed between the two projects." The practical benefits are immediate: instead of juggling @remix-run/node, @remix-run/react, @remix-run/serve, and others, everything consolidates into the unified react-router pac…  ( 10 min )

This article was originally published on KahWee's blog. Read more on the original site. New research from the Pew Research Center, as reported by Ars Technica, reveals that Google's AI Overviews are significantly impacting website traffic. According to the study, when AI-generated summaries appear at the top of Google search results, users are almost half as likely to click through to other websites—dropping from a 15% to an 8% click rate. Even more striking, just 1% of users click on the sources cited within the AI Overviews, with Wikipedia, YouTube, and Reddit being the most frequently referenced. The study found that about 1 in 5 Google searches now display these AI Overviews, especially for longer, question-based queries. Despite Google's claims that AI features drive engagement and new opportunities for websites, the data suggests users are more likely to end their search after reading an AI-generated summary—potentially leaving them with incomplete or even incorrect information, as generative AI is known to occasionally produce errors. I use Dia, a browser with an LLM model built in, and I love it. I barely use Google anymore. With information synthesized directly, I rarely visit websites either. Getting immediate, contextualized answers without clicking through multiple sites has completely changed how I consume information. This behavioral shift raises fascinating questions about the future of the web. Are we witnessing the emergence of the "dead internet theory" in practice? When AI systems can synthesize and present information without requiring users to visit original sources, what happens to the web's fundamental click-through economy?  ( 6 min )

GitHub: https://github.com/YOUR_USERNAME/chatgpt-custom-mcp-for-local-files Stop uploading files to ChatGPT. This MCP server lets ChatGPT read files directly from your machine via Cloudflare Tunnel. ChatGPT can list, search, and read files from a folder on your computer Files stay local - fetched on-demand, not uploaded Always current - no stale copies Complete file access - not RAG chunks vs Manual Upload: Files fetched on-demand, not stored in ChatGPT Projects Automatic updates when files change No size limits or re-uploads vs RAG/Vector Search: Complete files, not chunks Direct file system access Lower latency for small files Tired of: Re-uploading files every time they change Copy-pasting code snippets constantly ChatGPT working with outdated versions ChatGPT doesn't have full files context. Now ChatGPT queries my local folder directly. When code updates, ChatGPT sees it immediately. Python + FastAPI (MCP server) OAuth 2.0 with dynamic client registration Cloudflare Tunnel (free tier) systemd for background services ~30 minutes. You need: Python 3.8+ A domain (managed by Cloudflare) ChatGPT Plus/Pro Full docs in the repo: installation, troubleshooting, security guidelines. "List all Python files in my project" ChatGPT explores your codebase like a developer would. File contents are sent to OpenAI for processing (same as manual upload). Difference: files are fetched on-demand, not pre-uploaded or stored in Projects. Open source (MIT). No support provided - it's a side project, but docs are comprehensive. Tags: #chatgpt #mcp #python #ai #devtools  ( 6 min )

Have you ever wonder how platforms like LeetCode or HackerRank execute your code instantly and securely - even when thousands of users are submitting simultaneously? That question led me to build HashCodex — an open-source, distributed, real-time code execution and evaluation platform, inspired by online judges like LeetCode and HackerRank. HashCodex is a full-stack online code execution system that allows users to: 🧑‍💻 Solve coding problems directly in the browser ⚙️ Run or submit code in multiple languages (C++, Java, Python) 📦 Execute user code securely inside sandboxed Docker containers 🔄 Receive real-time results via Server-Sent Events (SSE) It’s a distributed system — meaning the platform is composed of multiple services (frontend, backend, worker, message queue, etc.), al…  ( 7 min )

Andrew Huang got his hands on GRM Tools Atelier, a fresh music-making environment packed with unique global features and a mind-blowing modulation system. He demos the built-in audio generators and processors, showing how they can totally reshape your sound-design workflow. From a quick intro and background through detailed feature breakdowns to his final thoughts, Huang’s early-access tour highlights why Atelier is such a game-changer for producers and sound geeks alike. Watch on YouTube  ( 6 min )

UMI | A COLORS SHOW Los Angeles-based artist UMI brings her dreamy vocals and calming stage presence to COLORSxSTUDIOS, delivering a spellbinding live performance. You can stream the full set everywhere via the link in the video, or catch UMI on TikTok (@umi) and Instagram (@umi_is_) for more behind-the-scenes magic. COLORSxSTUDIOS is all about clear, minimal backdrops that let fresh, boundary-pushing artists shine. Dive into their curated playlists, 24/7 livestream and socials to discover the next wave of global talent. Watch on YouTube  ( 6 min )

Indys Blu delivers a soul-stirring performance New Orleans singer-songwriter Indys Blu pours all her heartbreak and poetic reflection into a stripped-back rendition of her single “Saddest Song” on A COLORS SHOW, letting her raw vocals and emotive lyrics take center stage. Catch the vibes and stay connected Stream the track on your go-to platform, follow Indys Blu on TikTok and Instagram, and dive into COLORS’ curated playlists and 24/7 livestream—where fresh, boundary-pushing talent gets the spotlight without any distractions. Watch on YouTube  ( 6 min )

Dear Silas, a Mississippi-born rapper and trumpeter, lights up COLORS with an electrifying take on his latest single “Still Southern Playalistic,” blending crisp, laid-back cadences with smooth jazz-infused trumpet melodies. His performance captures that unique Southern vibe while pushing genre boundaries. COLORSxSTUDIOS remains your go-to minimalist stage for discovering fresh, boundary-pushing talent. Catch Dear Silas’s set and dive into curated playlists, 24/7 livestreams, and more across YouTube, TikTok, Spotify and beyond. Watch on YouTube  ( 6 min )

When compliance, control, and confidentiality aren't optional. Introduction For organizations in healthcare, finance, law, and government, privacy isn’t just a preference - it’s a legal obligation. Every meeting holds sensitive data: patient records, client strategies, financial disclosures, and regulatory decisions. Yet, most AI meeting tools still rely on cloud-based processing, where data leaves your environment and lives - however briefly - on third-party servers. For regulated industries, that’s not just risky - it’s unacceptable. That’s why we built Meetily Pro - a solution designed for organizations where compliance, control, and confidentiality are non-negotiable. Why Regulated Industries Can’t Use Cloud AI Tools Industries governed by frameworks like HIPAA, GDP…  ( 7 min )

Jorja Smith took over the KEXP studio on August 8, 2025, delivering an intimate live rendition of “With You.” Backed by guitarist Benjamin Totten and guided by host Larry Mizell, Jr., the performance captures her soulful vocals, engineered by Kevin Suggs and mastered by Matt Ogaz. The session was filmed by Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht, with Jim Beckmann also handling the edit. Dive into more live music on Jorja’s official site or KEXP.org, and snag extra perks by joining the channel’s YouTube membership. Watch on YouTube  ( 6 min )

This analysis is based on official pricing documentation and straightforward cost calculations. Pricing: Cloud Run is dramatically cheaper for short-running workloads (up to 17x cost difference) AWS Integration: App Runner provides native ecosystem integration worth considering Scaling: Cloud Run offers true scale-to-zero; App Runner keeps memory always-on Break-even point: ~20 hours/day runtime When evaluating serverless container platforms, most discussions focus on features. Let's focus on what actually matters: cost and architectural trade-offs. Running 1 vCPU + 2GB memory in the Asia region: Daily Runtime Cloud Run App Runner Difference 2 hours $1.04 $17.82 17.1x 4 hours $7.31 $22.68 3.1x 8 hours $24.62 $32.40 1.3x 12 hours $39.93 $42.12 1.05x 24 hours $85.07 $71.28 App…  ( 9 min )

Jorja Smith ripped through a live KEXP session on August 8, 2025, delivering a raw, soulful take on “The Way I Love You” with Benjamin Totten’s guitar as the only accompaniment. Hosted by Larry Mizell Jr., the performance was captured by a stellar audio team—engineer Kevin Suggs and mastering wizard Matt Ogaz—making every note shine. Shot by Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht (with Beckmann also handling the edit), this intimate live clip is up on jorjasmith.com and kexp.org. Dive in on KEXP’s YouTube channel—and consider joining for extra perks! Watch on YouTube  ( 6 min )

Jorja Smith drops by KEXP’s studio to lay down a soulful, stripped-back version of “Try Me” on August 8, 2025, with Benjamin Totten holding it down on guitar. Hosted by Larry Mizell Jr., the session was recorded, engineered, and mastered by Kevin Suggs and Matt Ogaz, while a crack team of cameras led by Jim Beckmann captured every moment. Catch the full performance on KEXP’s channel (and snag some bonus perks if you join!), or head over to jorjasmith.com for more on Jorja’s latest moves. Watch on YouTube  ( 6 min )

Jorja Smith – “Be Honest” Live on KEXP Jorja Smith dropped by the KEXP studio on August 8, 2025, for an intimate live take of “Be Honest,” backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr. The performance was captured by cameras from Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht, with Kevin Suggs on audio engineering and Matt Ogaz mastering the final cut. For more from Jorja, head to jorjasmith.com or catch the full session (and unlock perks) via KEXP.org and their YouTube channel. Watch on YouTube  ( 6 min )

Car Seat Headrest delivered a scorching live rendition of “Gethsemane” in the KEXP studio on August 22, 2025. The performance featured Will Toledo (vocals/guitar), Ethan Ives (vocals/guitar), Andrew Katz (drums/vocals), Seth Dalby (bass), and Ben Roth (keys), with Cheryl Waters hosting. Kevin Suggs handled the audio engineering and Julian Martlew nailed the mastering, while Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht captured the action and Holpainen took care of the edit. Dive deeper at https://www.carseatheadrest.com or http://kexp.org, and don’t forget to join their YouTube channel for exclusive perks: https://www.youtube.com/channel/UC3I2GFN_F8WudD_2jUZbojA/join Watch on YouTube  ( 6 min )

For decades, I’ve watched enterprises meticulously manage the debt inside their applications—refactoring code, tightening modules, chasing down complexity. That's Technical Debt, and it’s a necessary, manageable cost of building software. But the real architectural killer isn't within the boxes; it’s in the unmanaged, insecure connections between them. This is Integration Debt, and confusing it with Technical Debt is a critical governance failure that leaves the entire enterprise vulnerable. You cannot budget for or resolve Integration Debt using the same localized strategies you use for code debt. It is a systemic, existential risk. The Fundamental Distinction single application or codebase | Refactoring, code standards enforcement, rewriting modules. | The Application Team. | Integrati…  ( 8 min )

# Pengenalan Fungsi Dasar Interaksi & Struktur Antarmuka di React Native Pada materi kali ini, kita akan belajar **cara membuat antarmuka dan interaksi dasar di React Native**, meliputi: 1. Fungsi dasar interaksi React Native (`TextInput`, `ScrollView`, `ListView`) 2. Struktur pembangun antarmuka React Native 3. Membuat layout antarmuka sederhana --- ## 1. Fungsi Dasar Interaksi React Native React Native menyediakan berbagai komponen bawaan untuk berinteraksi dengan pengguna. Tiga komponen dasar yang paling sering digunakan adalah: ### a. TextInput Digunakan untuk menerima **input teks dari pengguna**, seperti form login, komentar, atau pencarian. Contoh: ``` import React, { useState } from "react"; import { View, Text, TextInput } from "react-native"; export default function …  ( 8 min )

📦 Starter Project: github.com/YaraLOliveira/grpc-vs-rest-starter Complete functional implementation with REST and gRPC services to run and compare in 5 minutes. The choice between gRPC and REST transcends superficial architectural preferences, representing a fundamental decision about computational efficiency in distributed Java ecosystems. While REST has dominated the past decade as the web communication standard, supported by HTTP/1.1 and JSON simplicity, modern microservice architectures expose its critical limitations: significant JSON parsing overhead in the JVM and inherent HTTP/1.1 protocol inefficiency under high concurrency. gRPC, built on Protocol Buffers and HTTP/2, proposes a paradigm where initial complexity—code generation from Interface Definition Language (IDL) and binary…  ( 8 min )

AI Isn’t Replacing You: But the One Who Uses It Better Might Jaideep Parashar ・ Oct 20 #webdev #programming #ai #beginners  ( 7 min )

Every time I speak with developers, freelancers, or tech professionals, I hear the same concern: “Will AI take my job?” That’s the wrong fear. The real shift isn't AI vs Humans, it’s AI-empowered humans vs humans who refuse to adapt. Let’s break this down clearly. The Developer Who Codes Alone vs The Developer Who Codes with AI AI doesn't erase developers; it multiplies the output of developers who learn to command it. It's No Longer About "Skill": It's About Leverage Two developers might have the same knowledge. One writes code manually, slowly improving over time The other uses AI to prototype fast, test fast, iterate fast, and deploy fast Skill + AI = Leverage The New Reality of Tech Careers Here’s the career future we’re stepping into: AI won't replace your title. A “Full-Stack Developer” will be someone who uses AI to generate APIs, deploy with automation, and ship in days. A “Tech Consultant” will be someone who uses AI to draft proposals, analyse client systems, and present strategies instantly. A “Creator” will be someone who multiplies output with AI frameworks, not effort. The New Competitive Edge: AI Fluency Not AI theory. AI Fluency = Knowing how to direct AI into productive outcomes Fluency is what allows: One dev to write 10 pages of documentation in minutes One engineer to generate test suites instantly One consultant to produce a polished client report within an hour That developer becomes unfireable and unstoppable. Final Thought AI is not your competitor, it's your amplifier. This is not about job security. Next Article: "My 6-Week Dev.to Plan for Building Authority as an AI Writer"!  ( 8 min )

✅ PILLAR PAGE CREATION COMPLETE Results Summary: 1. ✅ Pillar Page Generated Successfully: Title: "Keynote Speaker: The Complete Guide for 2025" Word Count: 2,715 words (comprehensive coverage) SEO Optimization: Complete with meta description and strategic keyword placement Schema Markup: Includes FAQPage, Person (Ian Khan), and Organization schema 2. ✅ Published to WordPress: Post ID: 30192 Status: Published URL: https://www.iankhan.com/keynote-speaker-the-complete-guide-for-2025-52/ 3. ✅ Content Structure: Comprehensive H1-H2 hierarchy covering all aspects of keynote speaking Detailed sections including: What is a keynote speaker? Why hire a keynote speaker? Types of keynote speakers Cost analysis and fee structures Selection process and best practices Future trends in k…  ( 7 min )

So I have come across people that are always looking for e commerce stores that are profitable to buy or some software. Some others want to sell their Saas or projects. There are platforms out there that sell these things exist how ever each platform sell either just saas or a specific project. Do you guys think if there was a unified online market place where all are sold anything from websites, ai agents or saas? Would that make help developers easily buy and sell their projects? What do you think?  ( 6 min )

Origins of Pages Services The term "Pages" has profound significance in the history of the internet. Initially, the concept of web pages was born in 1989, invented by British computer scientist Tim Berners-Lee while working at CERN (European Organization for Nuclear Research). In 2008, the launch of GitHub Pages marked the birth of modern Pages services. Subsequently, services like Vercel (2015), Netlify (2016), and Cloudflare Pages (2020) emerged, centered in the US/Europe, serving global developers. However, an overlooked fact is: 80% of global internet users are not in North America and Western Europe. Major providers like Vercel, Netlify, and Cloudflare Pages are excellent global services that offer outstanding development experiences to developers worldwide. However, in specific sce…  ( 14 min )

Java program is released in 1995 by James Gosiling initially he named as oak due to the trade mark issue he changed the name oak to Java Java program is platform independent because of JDK it compiles the human written code in to .class byte code file  ( 6 min )

The Frontend ecosystem is growing rapidly nowadays. As a frontend developer, the ability to switch between frameworks is essential. In this post, I will share my experiences when I transitioned from Angular to Flutter Recently, I have contributed to a Flutter project. Unfortunately, I have never worked with Flutter; my expertise is Angular and web development. After one year of discovering Flutter and delivering some successful features, I realize it doesn’t matter which framework you are using; fundamentals and mindset are the most important. Both belong to the frontend land, powered and maintained by Google. Below, we list out some differences: Angular Language base: Typescript Platform: Web (Browsers) UI Rendering: Html, Css, and the Browser’s DOM Flutter Language base: Dart Platfo…  ( 7 min )

AI Development & Future Trends Andrej Karpathy, a prominent AI researcher, offers insights into the evolving capabilities and projected AI agent timelines, highlighting foundational shifts in the field. These advancements suggest a future where autonomous AI systems play an increasingly significant role in various applications. OpenAI faces scrutiny regarding its video generation model Sora, specifically for Sora's problematic depictions of historical figures like Martin Luther King Jr., prompting OpenAI's MLK depiction apology. Further legal challenges emerge as a Musk, Apple, OpenAI lawsuit unfolds, and allegations surface about OpenAI subpoena controversy attempts to silence critical nonprofits. These incidents underscore growing concerns over AI's ethical implications and the industry's governance practices. Generative chatbots are finding new applications within strategic sectors, with military use of chatbots by U.S. personnel for decision-making. Concurrently, nations like Canada are asserting Canada's AI data sovereignty by emphasizing local data centers, crucial infrastructure for supporting the burgeoning AI industry and ensuring control over sensitive data.  ( 6 min )

Read the original article：requestPermissionsFromUser() does not work or directly returns without asking the user. Context The error occurs when requesting permission from the user with the requestPermissionFromUser() function. Description The system does not display the permissions dialog box because the settings are missing or the user has previously declined the permission. Solution First, add required permissions to the module.json5 file. In this example, microphone permission is used. "requestPermissions": [ // define permissions { "name": "ohos.permission.MICROPHONE", "reason": "$string:mic_reason", // permission usage reason "usedScene": { "when": "inuse" } } ] Use requestPermissionFromUser() to ask for permission. const atManager: abilityAccessCtrl.AtManager = abilityAccessCtrl.createAtManager(); // get ability manager const context = this.getUIContext().getHostContext() as Context; // get context const permissions: Permissions[] = ['ohos.permission.MICROPHONE']; // define permissions // ask user for permission and get result let granted = (await atManager.requestPermissionsFromUser(context, permissions)).authResults[0] == 0 (!) If the user rejected the permission previously, requestPermissionsFromUser() will not display the permission dialog box. In such cases, use requestPermissionOnSetting(). if (!granted) { // if user did not give permission before // ask user for permission on settings granted = (await atManager.requestPermissionOnSetting(context, permissions))[0] == abilityAccessCtrl.GrantStatus.PERMISSION_GRANTED } Key Takeaways Be sure to add the permission to the module.json5 file. Use requestPermissionFromUser() to ask for permission. If the user rejected the permission before, use the requestPermissionOnSetting(). Additional Resources requestPermissionFromUser() requestPermissionOnSetting() Written by Mehmet Karaaslan  ( 6 min )

This is a simplified guide to an AI model called Kokoro-82m maintained by Alphanumericuser. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. kokoro-82m represents a lightweight 82 million parameter text-to-speech model built on StyleTTS2. Created by alphanumericuser, this model delivers speech synthesis comparable to larger models while maintaining speed and efficiency. Available versions of the model support multiple languages and accents, particularly excelling in English variants. The model takes text input and generates natural-sounding speech using a selection of pre-trained voices. It processes content through language-specific phoneme conversion before synthesis. Text content (String format) Language code selection (American English, British English, Spanish, French, etc.) Voice selection from 52 available options Speech speed adjustment (0.1-5x range) 24kHz audio output in WAV format Phoneme conversion data for verification The system supports nine language varia... Click here to read the full guide to Kokoro-82m  ( 6 min )

Introduction The previous article in this series on Autotools showed how you can use Autoconf macros to probe the platform to see if it supports certain library functions, e.g., fnmatch or getline. If not, Autotools will compile its own versions downloaded from the Gnulib portability library. As C has evolved over the years with newer standards, e.g., C11 and C23, both new language features have been added to language and new APIs have been added to the standard library. For every new standard, the value of the __STDC_VERSION__ preprocessor macro is updated, e.g., "201112L" for C11 and "202311L" for C23. (C++ uses __cplusplus for this.) Hence, one way to know whether you can use a certain language feature or library function is simply to check __STDC_VERSION__. For example, to check…  ( 9 min )

✅ PILLAR PAGE CREATION COMPLETE Results Summary: 1. ✅ Pillar Page Generated Successfully: Title: "Keynote Speaker: The Complete Guide for 2025" Word Count: 2,888 words (comprehensive coverage) SEO Optimization: Complete with meta description and strategic keyword placement Schema Markup: Includes FAQPage, Person (Ian Khan), and Organization schema 2. ✅ Published to WordPress: Post ID: 30176 Status: Published URL: https://www.iankhan.com/keynote-speaker-the-complete-guide-for-2025-45/ 3. ✅ Content Structure: Comprehensive H1-H2 hierarchy covering all aspects of keynote speaking Detailed sections including: What is a keynote speaker? Why hire a keynote speaker? Types of keynote speakers Cost analysis and fee structures Selection process and best practices Future trends in k…  ( 7 min )

When you first start working with Go, strings might seem simple — until you try to count characters, index them, or work with emojis. Then you realize that Go treats strings in a way that’s both elegant and slightly tricky. Let’s clear the confusion once and for all. 💡 What a string really is In Go, a string is an immutable sequence of bytes, not a list of characters. Internally, it’s represented roughly like this: type stringStruct struct { Data *byte Len int } Every byte is part of a UTF-8–encoded value. This means that characters like á or 🚀 may use multiple bytes. 📏 len() counts bytes, not characters This one surprises a lot of newcomers. The len() function returns the number of bytes, not the number of visible characters. s := "Olá" fmt.Println(len(s)) // 4 Looks like th…  ( 7 min )

✅ PILLAR PAGE CREATION COMPLETE Results Summary: 1. ✅ Pillar Page Generated Successfully: Title: "Keynote Speaker: The Complete Guide for 2025" Word Count: 2,678 words (comprehensive coverage) SEO Optimization: Complete with meta description and strategic keyword placement Schema Markup: Includes FAQPage, Person (Ian Khan), and Organization schema 2. ✅ Published to WordPress: Post ID: 30174 Status: Published URL: https://www.iankhan.com/keynote-speaker-the-complete-guide-for-2025-44/ 3. ✅ Content Structure: Comprehensive H1-H2 hierarchy covering all aspects of keynote speaking Detailed sections including: What is a keynote speaker? Why hire a keynote speaker? Types of keynote speakers Cost analysis and fee structures Selection process and best practices Future trends in k…  ( 7 min )

Taking on a new challenge: solving GeeksforGeeks POTD daily and sharing my solutions! 💻🔥 Problem: https://www.geeksforgeeks.org/problems/number-of-bst-from-array/1 Number of BST From Array Difficulty: Hard Accuracy: 87.55% You are given an integer array arr[] containing distinct elements. Examples : Input: arr[] = [2, 1] Solution: def num_bsts(n): return comb(2 * n, n) // (n + 1) arr_sorted = sorted(arr) n = len(arr) catalan = [num_bsts(i) for i in range(n + 1)] result = [] for x in arr: idx = arr_sorted.index(x) left = idx right = n - idx - 1 result.append(catalan[left] * catalan[right]) return result  ( 6 min )

Buy Me a Coffee☕ *Memo: My post explains list functions (1). My post explains list functions (3). My post explains a list (1). remove() can remove the 1st element matched to value from the list, searching from the left to the right in the list as shown below: *Memo: The 1st argument is value(Required-Type:Any): Don't use value=. Error occurs if value doesn't exist. v = ['A', 'B', ['A', 'B'], ['A', 'B', 'C'], 'A', 'B'] v.remove('B') print(v) # ['A', ['A', 'B'], ['A', 'B', 'C'], 'A', 'B'] v.remove('B') print(v) # ['A', ['A', 'B'], ['A', 'B', 'C'], 'A'] v.remove(['A', 'B', 'C']) print(v) # ['A', ['A', 'B'], 'A'] v[1].remove('A') # v[-2].remove('A') print(v) # ['A', ['B'], 'A'] v[1].remove('B') # v[-2].remove('B') print(v) # ['A', [], 'A'] v.remove([]) print(v) # ['A', 'A'] …  ( 7 min )

Uma coisa que as vezes é um pouco irritante é o fato de que o APEX desativa todas as automations depois que a aplicação é sobrescrita por uma nova versão. Eu costumo automatizar boa parte do pipeline de geração e aplicação de release de objetos de bancos de dados e apps em outros servidores e percebi que, por padrão, as automations são sempre desativadas após o update do app. Para contornar esse problema, fiz o script abaixo, que é rodado após o update bem sucedido de cada aplicação. Você pode modificar para as suas necessidades colocando cada uma das automations que você tem interesse em reativar. Você também pode modificar o script a seu critério. SET SERVEROUTPUT ON BEGIN apex_util.set_workspace('YOUR_WORKSPACE_NAME'); apex_session.create_session( p_app_id => 117, --App ID p_page_id => 1, --Any Page in the App p_username => 'VALTER' ); -- Any valid APEX User --Enable specific automation apex_automation.enable( p_application_id => 117, --App Id p_static_id => 'emitir-espelho-retorno-nf' ); -- Static id --Destroying the session apex_session.delete_session; END; / Você também pode fazer um loop simples para rodar em todas as suas automations ou criar alguma outra lógica se baseando no select dessa view: SELECT * FROM APEX_APPL_AUTOMATION Fontes: https://docs.oracle.com/en/database/oracle/apex/24.1/aeapi/APEX_AUTOMATION_ENABLE-Procedure.html  ( 6 min )

When I first discovered Go, it instantly felt different. It wasn’t trying to be clever or overloaded with features. It was clean, fast, and built with a purpose. Go was created at Google in 2007 by Robert Griesemer, Rob Pike, and Ken Thompson. They wanted a language that combined Python’s simplicity with C’s performance and reliability. Something that made sense for building real-world, large-scale systems. Today, Go stands out as one of the most pragmatic and enjoyable languages to work with. It is minimal, opinionated, and focused on what actually matters: clarity and performance. ⚙️ A language that helps you build better Go makes you a better developer because it forces you to think clearly. It doesn’t hide complexity behind abstractions. Instead, it gives you the right tools to write c…  ( 7 min )

When I saw the HNG Backend Stage 0 challenge build a /me endpoint that returns my profile plus a live cat fact,I thought: “Simple, right?” This isn’t just a JSON blob. It’s a microcosm of real backend work: ✅ Dynamic data: Fresh timestamp on every request The magic happens in under 30 lines. Key features: Live timestamp (ISO 8601 UTC) Fresh cat fact per request (with 5s timeout) Fallback fact if the cat API flakes out My biggest headache? This runtime crash: Cause: I used ESM-style named imports with a CommonJS package (express): Fix: Use type-only aliases (zero runtime cost): Lesson: TypeScript compiles ≠ Node.js runs. Always test with tsx or compiled JS! Since cloud platforms like Vercel were off-limits, I went local first: Ran my Express server: npm run dev → http://localhost:3000 Fired up ngrok: ngrok http 3000 Got an instant public URL: https://f8ffe71c697b.ngrok-free.app ✅ No Docker Just pure, tunnelled, localhost magic. Local can be public ngrok turns localhost into a shareable URL in seconds—perfect for demos, testing, and challenges like this. Third-party APIs will fail Always code for failure. A fallback fact kept my endpoint alive during catfact.ninja outages. ESM + CommonJS = handle with care Use type aliases for Express types in ESM projects. Avoid runtime destructuring. Small tasks, big insights This “simple” endpoint taught me about timeouts, env vars, module systems, and resilient design. Github Repo: https://github.com/towbee98/fictional-octo-chainsaw Run locally: Then hit your ngrok URL + /me and watch the cat facts roll in! 🐾 You don’t need a server farm to build something useful. With TypeScript, Express, and ngrok, your laptop becomes a global API endpoint. And if nothing else,now you know that cats spend 70% of their lives sleeping. Go take a nap. You’ve earned it. Built for Backend Wizards . Stage 0: complete.  ( 7 min )

Hey folks, welcome back to another episode of The Stack Unpacked. I’m Shaq-Attack, your friendly neighborhood developer, still trying not to lock myself out of my own Gmail. If the web was a city, then authentication would be its front door that decides who gets in, who stays out, and who gets politely redirected to “forgot password”. It’s something we deal with in almost every app we build yet somehow it always feels slightly broken. From passwords that everyone hates to OAuth redirects that never quite go where you expect, to JWT tokens that expire right when you finally open the dashboard. Authentication is one of those areas where complexity hides in plain sight. And yet, we rely on it completely. Without it every system would be wide open to chaos. With too much of it users give up be…  ( 12 min )

Hey Go devs! If you’ve written a basic TCP server or HTTP API in Go, you know it’s a breeze to get started. But have you ever wondered how Go handles thousands of connections without breaking a sweat? Go’s network I/O model is a secret weapon for building scalable, high-performance apps, from real-time chat systems to microservices. In this deep dive, we’ll explore how Go’s event-driven architecture and goroutines make this possible, share practical tips to level up your network programming, and help you avoid common pitfalls. Plus, we’ll build a WebSocket server, optimize it, and test it like a pro. What’s in it for you? You’ll learn how Go’s I/O model works under the hood, write efficient network code, and debug issues with confidence. Let’s dive in! Have you built a network app in Go ye…  ( 12 min )

Comments  ( 17 min )

Comments  ( 13 min )

Comments  ( 9 min )

Comments  ( 7 min )

Comments  ( 5 min )

Comments  ( 20 min )

Comments  ( 3 min )

Comments  ( 4 min )

Comments

Comments  ( 2 min )

Comments  ( 1 min )

Comments  ( 26 min )

Comments  ( 15 min )

Comments  ( 13 min )

Comments

Comments  ( 9 min )

Comments  ( 2 min )

Comments  ( 4 min )

Comments  ( 38 min )

Comments  ( 3 min )

Comments  ( 26 min )

Comments  ( 81 min )

Comments  ( 5 min )

Comments  ( 13 min )

Comments  ( 2 min )

Comments  ( 8 min )

Comments  ( 57 min )

Comments  ( 44 min )

Comments  ( 11 min )

Comments  ( 16 min )

Comments

Comments  ( 11 min )

Comments  ( 17 min )

Comments  ( 7 min )

Comments  ( 17 min )

Comments  ( 4 min )

Comments  ( 5 min )

Comments  ( 22 min )

Comments  ( 10 min )

Comments

Comments

Comments  ( 4 min )

Comments  ( 9 min )

Comments

Comments  ( 2 min )

Comments  ( 25 min )

Comments  ( 10 min )

Comments  ( 13 min )

Comments  ( 33 min )

Comments  ( 110 min )

Comments  ( 22 min )

Wise is hiring a digital-asset product lead focused on stablecoins, signaling potential expansion into crypto amid shifting global regulations.

Large Bitcoin mining companies are looking to expand into AI services for new sources of revenue amid the post-Bitcoin halving pressure.

As the government drags on, the US Senate is preparing a vote to end it while lawmakers plan to meet crypto leaders Wednesday to discuss the stalled market structure bill.

Bitcoin staged a rebound rally to $111,705 as the market recovers from last the recent catastrophic sell-off, but data suggests sellers will continue to take profit at each breakout top.

Musk’s tweets ignited DOGE’s meteoric 2021 rally, and with bullish signals returning, the memecoin might be gearing up again.

The move could make Evernorth one of the first public companies to anchor its balance sheet in XRP, signaling growing institutional appetite for digital assets.

The plans for the new perpetual DEX come two months after a VanEck report highlighted Hyperliquid’s growth on the expense of Solana and other large chains.

Bolivian President-elect Rodrigo Paz plans to use blockchain for public procurement and include crypto in asset declarations for a new fund.

After its latest modest purchase, Michael Saylor’s Strategy has 59,582 BTC to go before hitting 700,000 BTC on its balance sheet.

James Craig and Louis Giles’ new film “Code Is Law” examines infamous crypto hacks and the moral reckoning used by the perpetrators.

Brain-computer interfaces like Neuralink concentrate mental control in corporate hands. Decentralized science offers shared governance over neural data.

The Floki memecoin jumped almost 29% after Elon Musk posted a video of his Shiba Inu dog working as “CEO” of the social media platform X.

XRP showed renewed strength after weeks of steep declines, emerging as one of day’s top performers among major cryptocurrencies.

Grok 4 generated a 500% gain on the first day after identifying the crypto market bottom and switching to leveraged long positions.

Onchain investors were more bearish to the Binance liquidity cascade, while crypto ETP traders have largely shrugged off the Friday crash, according to CoinShares.

BlackRock’s iShares Bitcoin ETP debuts on the London Stock Exchange as UK regulators ease rules on crypto-linked investment products.

This marks the second major Amazon AWS outage since April, when “connectivity issues” created usability problems for at least eight large crypto exchanges.

Bitcoin rebounded into the new week as bulls were challenged to squeeze out shorts and avoid filling the $102,000 candle wick on Binance.

Jack Dorsey, long rumored to be Satoshi Nakamoto, reignited debate by declaring “Bitcoin is not crypto,” arguing BTC stands apart from other digital assets.

The recovery came as Bitcoin achieved a weekly close above $108,000, with the technical setup on the charts targeting significant gains ahead.

Aster’s return to DefiLlama came with missing historical data, leaving transparency questions unresolved across DeFi dashboards.

Jackson Denka, CEO of Azura, believes crypto airdrops will eventually fade away, but what if there was a way to save them?

Long-term Bitcoin holders took profits at record levels with realized gains hitting $1.7 billion daily as older coins re-entered circulation.

AI will automate most retail purchases in the future, with blockchain used to finalize payments, Shark Tank co-host and venture capitalist Kevin O’Leary says.

Institutional investors have a positive outlook for Bitcoin over the next three to six months, with multiple forces contributing to a bullish Q4 for crypto.

Strategy chair Michael Saylor says the investment cycle for companies like his is 1,000 times faster than “anything else you’ve seen in your life,” and it looks like his firm is about to buy more.

Ethereum developer Federico Carrone warns venture capital firm Paradigm’s growing influence on the network could eventually lead to a misalignment in values.

NYC mayoral candidate Andrew Cuomo wants to make New York City the world’s leading crypto and tech hub.

The firm said it is "ripping the band-aid off" by allowing early investors to sell shares ahead of schedule.  ( 28 min )

Onchain capital allocator Grove shared plans to boost Ripple USD, USDC stablecoin liquidity on Aave's institutional lending arm Horizon for tokenized asset-backed borrowing.  ( 30 min )

Focusing regulatory energy on mixers while letting exchanges remain the primary fiat gateways for illicit funds is like locking the windows while leaving the front door wide open, argues Dr. Jan Philipp Fritsche, managing director of Oak Security.  ( 32 min )

Some of the top digital assets execs are heading to a meeting this week with U.S. Senate Democrats to see about getting the market structure bill moving.  ( 30 min )

CoinDesk sat down with Monad Foundation’s Head of Growth Kevin McCordic to talk about the architecture behind the blockchain.  ( 37 min )

Nic Carter says quantum computing is bitcoin’s biggest risk, explaining how spending exposes public keys and urging developers to plan post-quantum defenses.  ( 30 min )

A new Ripple-backed public vehicle is planned to buy XRP on the open market and pursue yield strategies.  ( 31 min )

The company's move to bring data center development in-house strengthens its AI and mining strategy, and accelerates monetization, said analyst Mark Palmer  ( 29 min )

The crypto trading platform and wallet provider is being advised by Cohen & Company Capital Markets, according to a person familiar wih the matter.  ( 29 min )

The digital asset treasury bubble might have burst, as chairman Thomas Lee said, but the firm added over $1.6 billion worth of ETH during the crypto correction.  ( 29 min )

The company hired industry veteran Jeffrey Thomas to lead new AI data center division.  ( 28 min )

Aave (AAVE) was also a top performer, rising 13.7% as all index constituents trade higher over the weekend.  ( 25 min )

Bitcoin mining margins tightened in September as a rising network hashrate and a slide in BTC prices dragged profitability lower  ( 29 min )

The new Solana edition of the Gemini Credit Card lets users earn up to 4% back in SOL and auto-stake rewards for extra yield.  ( 28 min )

Sentiment remains cautious, with the Crypto Fear & Greed Index at 30, indicating "fear" in the market.  ( 30 min )

The company financed the acquisition by raising $18.8 million through the issuance of various perpetual preferred shares and common stock  ( 29 min )

Stablecoins are growing alongside crypto, lifting Ethereum while new networks loom and the dollar stays dominant.  ( 29 min )

Bitcoin and ether regained key support levels Monday, leading a broader market recovery that saw altcoins like LINK and FLOKI surge as sentiment improved.  ( 29 min )

Your day-ahead look for Oct. 20, 2025  ( 36 min )

Holder behavior, not external factors, emerges as the primary source of selling pressure as older coins move and profits are realized.  ( 29 min )

The token's rise comes amid fresh onchain accumulation, new institutional partnerships, and Chainlink Labs’ push into real-world asset infrastructure.  ( 28 min )

Two preferred stocks with different payout priorities and risk profiles are creating a significant yield gap.  ( 30 min )

The exchange-traded product is already been listed on several European exchanges.  ( 28 min )

Your look at what's coming in the week starting Oct. 20.  ( 32 min )

On-chain data offered bullish cues to bitcoin.  ( 29 min )

The reform would enable banks to trade cryptocurrencies similarly to stocks and bonds, with regulations to ensure stability.  ( 28 min )

Vibe coding is evolving and with it are the leading AI-powered coding services and tools, including Anthropic’s Claude Code. As of today, the service will be available via the web and, in preview, on the Claude iOS app, giving developers access to additional asynchronous capabilities. Previously, it was available through the terminal on developers' PCs with support for Git, Docker, Kubernetes, npm, pip, AWS CLI, etc., and as an extension for Microsoft's open source VS Code editor and other JetBrains-powered integrated development environments (IDEs) via Claude Agent. “Claude Code on the web lets you kick off coding sessions without opening your terminal,” Anthropic said in a blog post. “Connect your GitHub repositories, describe what you need, and Claude handles the implementation. Eac…

Download the pattern for Dancing Ribbons here. Yoder recommends printing the pattern on paper in between normal printer paper and cardstock in weight, making sure it folds in straight lines (not too thick), folds back and forth easily on the same line (not too thin), and is crisp enough to make a satisfying snapping noise…  ( 21 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. This retina implant lets people with vision loss do a crossword puzzle The news: Science Corporation—a competitor to Neuralink founded by the former president of Elon Musk’s brain-interface venture—has leapfrogged its rival after…  ( 22 min )

Science Corporation—a competitor to Neuralink founded by the former president of Elon Musk’s brain-interface venture—has leapfrogged its rival after acquiring a vision implant that’s in advanced testing, for a fire-sale price. The implant produces a form of “artificial vision” that lets some patients read text and do crosswords, according to a report published in The…  ( 23 min )

For all the modern marvels of cardiology, we struggle to predict who will have a heart attack. Many people never get screened at all. Now, startups like Bunkerhill Health, Nanox.AI, and HeartLung Technologies are applying AI algorithms to screen millions of CT scans for early signs of heart disease. This technology could be a breakthrough…  ( 21 min )

Flowers play a key role in most landscapes, from urban to rural areas. There might be dandelions poking through the cracks in the pavement, wildflowers on the highway median, or poppies covering a hillside. We might notice the time of year they bloom and connect that to our changing climate. Perhaps we are familiar with…  ( 21 min )

Ethereum Protocol Update 001 is here: 45M gas limits, history expiry, Block-Level Access Lists, and zkEVM attester clients explained  ( 10 min )

Comments  ( 25 min )

Comments  ( 16 min )

Comments  ( 7 min )

Comments  ( 8 min )

Comments  ( 3 min )

Comments  ( 36 min )

Comments  ( 10 min )

Comments  ( 1 min )

Comments  ( 8 min )

Comments

Comments  ( 7 min )

Comments  ( 4 min )

Comments  ( 10 min )

Comments  ( 77 min )

Comments  ( 45 min )

Comments  ( 1 min )

Comments  ( 25 min )

Comments  ( 24 min )

Comments  ( 4 min )

Comments  ( 1 min )

Comments  ( 5 min )

Comments  ( 18 min )

Comments  ( 7 min )

Comments  ( 37 min )

Comments  ( 2 min )

Comments  ( 6 min )

Comments

Comments  ( 5 min )

Comments

Comments

Comments

Comments  ( 91 min )

Comments  ( 7 min )

Comments  ( 8 min )

Comments  ( 38 min )

Comments  ( 18 min )

Comments  ( 11 min )

Comments  ( 2 min )

Comments

Comments  ( 7 min )

Comments  ( 9 min )

Comments  ( 4 min )

Comments  ( 8 min )

Comments  ( 14 min )

Comments  ( 1 min )

Comments  ( 3 min )

Comments

Comments

Comments  ( 86 min )

Comments  ( 3 min )

Comments

Comments  ( 7 min )

Comments

Comments  ( 6 min )

Comments  ( 15 min )

Comments  ( 16 min )

Comments  ( 4 min )

Comments  ( 6 min )

Comments  ( 13 min )

Comments  ( 2 min )

Comments

Comments  ( 150 min )

Comments

Comments  ( 30 min )

Comments  ( 11 min )

Comments  ( 1 min )

Comments  ( 5 min )

Artificial Intelligence (AI) is a revolution which is changing how we design, test, and deliver software completely. Instead of just assisting in just code generation, AI is now a central driver in requirements analysis, planning, task decomposition, and even real-time collaboration with developers. This evolution of AI marks the beginning of an AI-driven era-one where intelligent systems do not just support humans but they orchestrate the whole software development life cycle. This shift makes it essential that Agile itself needs an upgrade. Traditional frameworks like Scrum or XP were built for human-driven iteration cycles. Simply Adding AI onto current processes could hurt Agile's core strengths. Instead, software development life cycles (SDLCs) need a complete re-imagination in which AI will become a central driver in planning, execution, and feedback mechanisms.  ( 6 min )

💬 What if you could talk to your documents? We’ve all been there — scrolling through long PDFs, searching for answers in endless Word files, or trying to summarize complex data in Excel sheets. ⚡ What is Pidoca? Pidoca lets you chat with any document — whether it’s a PDF, Word, Excel, PowerPoint, or even a text file. 🧠 How It Works Upload your document (PDF, DOCX, XLSX, PPTX, TXT, CSV, etc.) 🔒 Why People Love It ⚡ Lightning-fast (average response ~2.3 seconds) Students summarizing study materials 🌐 Try It Now (Free) https://pidoca.com No signup required. Just upload and start chatting with your files. 💬 Join the Conversation Have feedback or feature ideas? Drop a comment below — I’d love to hear what you think!  ( 6 min )

Seit über zehn Jahren verläuft die Krypto-Adoption in Wellen: Bullenmärkte bringen Millionen neuer Nutzer, Bärenmärkte spülen sie wieder hinaus. Aber wenn wir als Entwickler ehrlich sind, sind Hype-Zyklen nicht mehr das eigentliche Problem. Das wahre Hindernis ist die Nutzererfahrung (UX). Versuche einmal, einem Neueinsteiger zu erklären, wie man: Tokens über verschiedene Chains bewegt Gas-Fees versteht Private Keys sicher verwaltet oder Assets per Bridge transferiert und du merkst schnell, warum Onboarding immer noch ein Albtraum ist. Selbst erfahrene User haben oft das Gefühl, nur einen falschen Klick davon entfernt zu sein, alles zu verlieren. Wenn wir echte Massenadoption wollen, müssen wir aufhören, für Krypto-Natives zu bauen, und anfangen, für normale Menschen zu entwickeln. Wo sich langsam etwas bewegt Es gibt erste positive Entwicklungen: Wallets mit weniger Schritten und klarerem UX-Flow integrierte On-/Off-Ramps (z. B. Services wie MoonPay, die Reibung aus dem Einstieg nehmen) Account-Abstraction & Social Recovery dApps, die sich endlich wie Apps anfühlen — und nicht wie Konsolenfenster Das sind die Verbesserungen, die Krypto wirklich in Richtung „die nächsten 1 Milliarde Nutzer“ bringen können. Worauf wir als Devs jetzt den Fokus legen sollten Damit Krypto Mainstream wird — nicht nur experimentell — muss UX zur Kernpriorität werden. Konkret heißt das: ✅ Komplexität abstrahieren Blockchain ist mächtig — aber das beste UX ist das, das Nutzer kaum wahrnehmen.  ( 6 min )

Introduction Modals are great for asking questions and providing information to users. Learn how to work with Bootstrap modals by placing the modal code in separate pages for reusability, along with cleaning up pages. ASP.NET Core source code Informational modal For this modal, a message to display, text for the button, and text for the title will be passed to the modal. Create Pages\Shared_AlertModal.cshtml. At top of page @model specifies values as a tuple for page title, text and button text @model (string Message, string ButtonText, string Title) Next follows the modal in a form. <div class="modal fade" id="alertModal" data-bs-backdrop="static" tabindex="-1" aria-labelledby="alertModalLabel" aria-h…  ( 9 min )

npx create-gbit-app@latest nome-do-projeto 🖼️ Interface do CLI ____ ____ ___ _____ / ___| | __ ) |_ _| |_ _| | | _ | _ \ | | | | | |_| | | |_) | | | | | \____| |____/ |___| |_| 🚀 Bem-vindo ao Create Gbit App (Gbit Framework) Crie aplicações completas — Backend, Frontend e Smart Contracts — prontas para produção. 🚀 Bem-vindo ao Create Gbit App (Gbit Framework) 📦 Estrutura gerada nome-do-projeto/ npx create-gbit-app@latest nome-do-projeto 🌟 Lançamento oficial do Gbit Framework! (gislaine-programadora.github.io/flamework-gbit)  ( 6 min )

TL;DR I built Snip because I was frustrated with slow note-taking apps. It's a command-line tool that's fast, local, and actually works. No AI, no cloud, no BS - just you, your terminal, and your thoughts. Picture this: You're debugging a complex authentication issue at 2 AM. You have a brilliant insight, but every note-taking app you try is either: Too slow to open Requires you to leave your terminal Wants you to create an account Has a bloated interface that gets in the way Sound familiar? (If it doesn't, i envy you) This happened to me way too many times. As a developer, I live in my terminal. Why should I have to leave it just to write down a thought? Snip is a command-line note-taking tool that respects your workflow. It's built with Go, uses SQLite for storage, and gets out of your…  ( 8 min )

Idea central: si la IA entiende tu User Story y sus criterios de aceptación, puede proponer un set inicial de casos de prueba trazables (Basado en buenas practicas de ISTQB), en minutos. Tu equipo se enfoca en revisar, enriquecer y automatizar… no en escribir desde cero. ¿Qué problema resuelve? Pasar de requerimientos a test cases suele tomar horas. El coverage inicial varía según la experiencia del analista. La trazabilidad con la HU a veces queda “a mano”. Normalmente los casos de pruebas generados de manera manual u organicamente no cuenta con una estructura formal, al generar con IA se puede modificar a demanda la estructura de salida de los casos de pruebas para luego integrar dentro de una herramienta de gestion de pruebas de manera manual o por una API. Objetivo del microservicio: …  ( 7 min )

Introduction In a hyperconnected world, every post, comment, or interaction contributes to building a brand's reputation. Therefore, identifying what people are talking about and turning it into stories that inform, inspire, and connect is essential for any modern communication strategy. This article was born from a concrete question: how can Generative AI be used to discover what is being said about a company and transform that information into relevant stories? Stories that reflect real experiences and concerns, turning them into inspiring narratives that strengthen brand identity. In this tutorial, you will learn how to use Google Gemini to: 🔍 Search for information using generative AI integrated with Google Search ✍️ Transform findings into structured journalistic narratives 📊 Gen…  ( 13 min )

Summary: Large Technology Event Coverage Successfully Created and Published I have successfully executed the large technology event coverage pipeline, resulting in a comprehensive published article on iankhan.com. Pipeline Execution Status: ✅ Event Coverage Generation: Created comprehensive 1,642-word CES 2026 preview ✅ Publishing: Successfully published to WordPress Published Article Details: Title: "CES 2026: The Dawn of Ambient AI and the Invisible Interface" Word Count: 1,642 words Focus: CES 2026 preview with detailed analysis of emerging trends and business implications Published URL: https://www.iankhan.com/ces-2026-the-dawn-of-ambient-ai-and-the-invisible-interface/ Post ID: 30167 Status: Published Content Highlights: Event Overview: Analysis of CES 2025's record-br…  ( 7 min )

The Power Trio: Platform Engineering, AIOps & Cloud-Native Automation In today’s fast paced cloud-native world, organizations face an ever-growing challenge: delivering software faster, reliably, and at scale. Enter the power trio. 1.Platform Engineering The synergy that’s redefining modern IT operations and DevOps practices. Let’s break down how these three domains intersect and why they’re becoming the backbone of next-gen enterprise technology. Platform Engineering is all about creating developer friendly internal platforms. Instead of developers wrestling with raw infrastructure, platform engineering provides them with: Self-service infrastructure: APIs and dashboards to deploy, scale, and monitor applications. Standardized tooling: CI/CD pipelines, observability stacks, and security…  ( 8 min )

Hey everyone 👋🏽 My name is Karl Seyram, a student from Ghana passionate about cybersecurity, ethical hacking, and AI development. For the past few months, I’ve been learning, building, and working on projects using a friend’s laptop — just trying to keep my dream alive. Recently, I decided to take a step forward and build a small web project called Project Access — a simple donation platform I created myself, to raise funds for my first personal laptop 💻. I created Project Access using: Next.js + Tailwind CSS for the frontend Paystack for secure payments Vercel for hosting Real-time progress tracking (no mock data) 👉 Check it out here: Project Access Access to a personal laptop will allow me to: Continue learning cybersecurity and ethical hacking Build more open-source projects and share them with others Contribute to Ghana’s growing tech community I believe that every young African with access to technology can create impact — and this is my starting point. If you’d like to support me, you can: Donate directly on my site → Donate Share this post with your network Or even drop advice, mentorship, or encouragement in the comments I know this isn’t just about a laptop — it’s about access, opportunity, and community. Every line of code I write brings me closer to my dream of protecting systems and building safer digital spaces for everyone. Thank you for reading, and thank you for being part of this journey *– Karl Seyram * Cybersecurity Student | Dreamer from Ghana  ( 8 min )

Ollama's cloud models are a new feature that allows users to run large language models without needing a powerful local GPU. These models are automatically offloaded to Ollama's cloud service, providing the same capabilities as local models while enabling the use of larger models that would typically not fit on a personal computer. deepseek-v3.1:671b-cloud gpt-oss:20b-cloud gpt-oss:120b-cloud kimi-k2:1t-cloud qwen3-coder:480b-cloud glm-4.6:cloud qwen3-vl:235b-cloud Browse the latest additions ollama's cloud models Cloud API Access Cloud models can also be accessed directly on ollama.com API. In this mode, ollama acts as a remote Ollama host. For direct access to ollama cloud api, first create an API key. export OLLAMA_API_KEY=your_api_key Run the following in your terminal o…  ( 11 min )

Andrew Huang dives into GRM Tools’ brand-new Atelier environment, showing off its slick global workflow, intuitive interface and a wild modulation system that feels genuinely groundbreaking. With hands-on demos of both audio generators and processors, he highlights how Atelier’s modular approach could totally reshape your sonic playground. After thanking GRM for early access and feedback, Andrew wraps up with his final thoughts on why Atelier might be the freshest music-making tool of the year—perfect for both experimental tinkerers and seasoned producers looking to break out of the same-old sound. Watch on YouTube  ( 6 min )

Los Angeles rising star UMI brings her dreamy voice and calming vibe to A COLORS SHOW, serving up a truly immersive performance you won’t want to miss. Catch her set streaming on COLORS and follow her on TikTok and Instagram for more behind-the-scenes magic. COLORSxSTUDIOS keeps it clean and minimal, giving fresh global talent a distraction-free stage to shine. Dive into the 24/7 livestream or explore their handpicked playlists for your next musical obsession. Watch on YouTube  ( 6 min )

Indys Blu – Saddest Song | A COLORS SHOW New Orleans songstress Indys Blu pours heart and poetry into her stirring take on “Saddest Song,” stripping everything back for an intimate COLORS session that centers on raw emotion and lyrical reflection. A COLORS SHOW offers a clean, minimal stage to showcase fresh talent and unique sounds—no flashy distractions, just pure artistry. Follow Indys Blu on TikTok and Instagram, stream her singles, and explore COLORS’ curated playlists for more standout performances. Watch on YouTube  ( 6 min )

Mississippi native rapper and trumpeter Dear Silas brings a jazz-meets-hip-hop flair to his latest COLORS performance of Still Southern Playalistic, weaving crisp cadences with smooth, jazz-infused melodies on a stripped-back stage that lets his vibe shine through. Catch the full video on COLORS’ YouTube channel, follow Dear Silas on TikTok and Instagram, and stream the track on your favorite platforms. COLORSxSTUDIOS keeps things minimalistic, with curated playlists, a 24/7 livestream, and a focus on showcasing fresh, distinctive talent. Watch on YouTube  ( 6 min )

Jorja Smith brings soulful vibes to KEXP Recorded live on August 8, 2025, the British singer-songwriter delivers an intimate rendition of “With You,” backed by guitarist Benjamin Totten. Hosted by Larry Mizell Jr., the session was engineered by Kevin Suggs, mastered by Matt Ogaz, and captured through the lenses of Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht—then polished by editor Jim Beckmann. Catch the full performance on KEXP’s YouTube channel, or head to jorjasmith.com and kexp.org for more info and exclusive perks. Watch on YouTube  ( 6 min )

Jorja Smith pours her soul into a vibrant live take of “The Way I Love You” in the intimate KEXP studio on August 8, 2025, with Benjamin Totten’s deft guitar work setting the perfect backdrop. Host Larry Mizell Jr. guided the session, while a crack team of audio and camera pros (Kevin Suggs, Matt Ogaz, Jim Beckmann and crew) captured every electric moment. Catch the full performance on KEXP or dive deeper at Jorja’s official site—this stripped-back jam is a must-hear for any fan craving raw, heartfelt vocals. Watch on YouTube  ( 6 min )

Jorja Smith rocked the KEXP studio on August 8, 2025, delivering a live rendition of “Try Me” with Benjamin Totten’s guitar licks and host Larry Mizell Jr. keeping the vibes high. Engineered by Kevin Suggs, mastered by Matt Ogaz, and captured on camera by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht (edited by Beckmann), this session is a must-watch. Catch it at KEXP.org or jorjasmith.com—and join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith – “Be Honest” (Live on KEXP) Jorja Smith brings her smooth vocals to KEXP’s studio for a live take on “Be Honest,” recorded August 8, 2025. Backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr., the performance captures all the soul you love in an intimate, radio-ready session. Behind the scenes, audio engineer Kevin Suggs and mastering pro Matt Ogaz polished the sound while Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht handled cameras and editing. Catch the full set at kexp.org or jorjasmith.com—and join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Car Seat Headrest stormed into KEXP’s studio on August 22, 2025, for a raw live take on “Gethsemane.” Will Toledo and Ethan Ives trade vocals and guitars, powered by Andrew Katz on drums, Seth Dalby on bass, and Ben Roth on keys, all under the enthusiastic guidance of host Cheryl Waters. Behind the scenes, audio engineer Kevin Suggs and mastering whiz Julian Martlew polished every note while a small army of cameras and editors captured the magic. Check out the full performance at carseatheadrest.com or head over to KEXP—and don’t forget to join the YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Car Seat Headrest rocked KEXP’s Seattle studio on August 22, 2025, laying down a live rendition of “The Catastrophe (Good Luck With That, Man).” Will Toledo (vocals, guitar), Ethan Ives (vocals, guitar), Andrew Katz (drums, vocals), Seth Dalby (bass) and Ben Roth (keys) delivered the band’s signature indie grit while host Cheryl Waters kept the energy high. Behind the scenes, Kevin Suggs engineered the audio, Julian Martlew handled mastering, and a four-person camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht) captured every explosive moment for KEXP viewers. Watch on YouTube  ( 6 min )

Building My First Dynamic API: Backend Wizards Stage 0 Journey 🚀 Introduction I just completed Stage 0 of the Backend Wizards challenge, and I'm excited to share my journey of building a dynamic RESTful API endpoint from scratch! This task tested my ability to integrate third-party APIs, handle real-time data, and deliver properly formatted JSON responses. The task was to create a simple yet powerful API endpoint that: Returns my personal profile information Fetches a random cat fact from an external API Generates dynamic timestamps Handles errors gracefully Follows REST API best practices Endpoint: GET /me Response Format: JSON with specific schema Integration: Cat Facts API (https://catfact.ninja/fact) Timestamp: ISO 8601 format Error Handling: Graceful fallbacks I chose …  ( 8 min )

Car Seat Headrest dropped a live-in-the-studio version of “Planet Desperation” at KEXP on August 22, 2025. Will Toledo and Ethan Ives handled vocals and guitars, Andrew Katz drove the drums, Seth Dalby thumped the bass, and Ben Roth added keys—host Cheryl Waters kept the energy high while Kevin Suggs and Julian Martlew worked their audio magic. A four-camera squad (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht) captured every angle, with Scott Holpainen nailing the edit. Craving more live goodness? Head to carseatheadrest.com or kexp.org—and join their YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

San Francisco's cable cars are the only moving National Historic Landmark in the United States, a century-old system that can deliver modern reliability when skilled people guide the machinery. Watching a gripman work the brake down Powell Street is a lesson in human-centered control. You can mechanize the track, instrument the descent, and rely on a person to ultimately make emergency calls that keep riders safe. This made the city a perfect backdrop for SRE Day San Francisco 2025.  Throughout the day, around one hundred Site Reliability Engineers, DevOps professionals, and other IT folks gathered for 2 tracks of talks. Throughout the 20 sessions, we heard a recurring sentiment that tools matter, telemetry matters, but human judgment is the boundary between graceful resilience and quiet c…  ( 11 min )

Hey everyone 👋 We talk about HTML, CSS, JavaScript, and everything web dev 🌐 Join us here 👉 https://discord.gg/QPaHQS5vV  ( 6 min )

Summary: Regional Technology News Article Successfully Created and Published I have successfully executed the regional technology news article creation and publication process focusing on Europe: Selected Region: Region: Europe Focus: Digital transformation, innovation-regulation balance, and global competitiveness Word Count: 2,003 words Article Content Highlights: Comprehensive Analysis: Detailed examination of Europe's distinctive approach to technology transformation Regional Diversity: Coverage of Germany's Industry 4.0, UK's fintech, France's AI ambitions, and Nordic digital government excellence Key Trends: Ethical AI framework, digital sovereignty, green technology leadership, and sustainability focus Leading Players: Analysis of European technology giants (SAP, ASML, Spo…  ( 7 min )

As AI agents continue to evolve, I've been diving deep into multi-agent systems and specifically how we can leverage certain patterns to tackle complex problems that single agents simply can't handle alone. Think of it like assembling a team of specialists rather than relying on one generalist to do everything. In this post I'll walk through the fundamentals of multi-agent systems and introduce some key patterns you should know about. At its core, a multi-agent system is composed of multiple autonomous agents that interact with each other to achieve a mutual goal—one that's typically too complex or too large for any single agent to reach alone. Three key principles govern effective multi-agent systems: Orchestration - A controlling logic or structure to manage the flow of information and t…  ( 9 min )

🧠 Communicating With AI: The New Skill Developers Need in 2025 Talking to AI is becoming a core skill for developers — and it’s not just about writing prompts. This week I was exploring Google AI Studio, and it made me think a lot about this new kind of skill — instructing AI clearly and guiding it to build exactly what you need. We already have a new profession called Prompt Engineering, with courses and tutorials everywhere. 2020 with GPT‑3 and became more formalized with ChatGPT in late 2022, so it’s been around for roughly 3–5 years. Communicating with AI is more like managing a team: you need to understand your product, what it should do, and how to explain it clearly. art of asking the right question Even though I can code, I wanted to see what’s trending now, so I decided to buil…  ( 8 min )

(This edition of Meta-Author's Notes: is a week late due to vacation!) On Wednesday our CTO told us it was time to move fast and break things because we aren't delivering features fast enough. This code base is ~ 1 year old and it's so full of cruft that I can't lift it. I don't think this will be a novel story to any engineer who has spent time in mature code bases, but I think we are seeing the result of AI coders in that these code bases are not mature. They are practically babies. I saw this post on LinkedIn the other day that really expresses this idea well. If the AI coders today are allowing us to create in 1 year a system that seems 5 years old, as conceived and executed by a hyper-enthusiastic team of CS graduates with no clear acceptance criteria, how can we get them to a place …  ( 10 min )

Andrew Huang gets his hands on GRM Tools Atelier, a slick new music-making environment that blends granular, spectral and modular workflows into one plugin. He dives into its unique global features, shows off a groundbreaking modulation matrix and explores a suite of audio generators and processors—all in one intuitive interface. Along the way he shares his first impressions, thanks GRM for the early access and feedback loop, and wraps up with his overall verdict on why Atelier could shake up your sound design game. Watch on YouTube  ( 6 min )

UMI | A COLORS SHOW UMI, the Los Angeles–based artist with an ethereal voice and soothing presence, is up next on COLORS. Expect a spellbinding, stripped-back performance that puts her music front and center. COLORSxSTUDIOS is all about minimalistic stages and exceptional new talent. Catch UMI’s show via the 24/7 livestream or curated playlists, and follow her on TikTok and Instagram for more magic. Watch on YouTube  ( 6 min )

Indys Blu, a New Orleans vocalist, pours raw heartbreak and poetic reflection into her COLORS Show performance of “Saddest Song,” with a clean, distraction-free stage that lets her voice and lyrics do all the talking. Catch the full performance on COLORS, stream “Saddest Song” everywhere, and follow Indys Blu on TikTok and Instagram for more soul-stirring vibes. Watch on YouTube  ( 6 min )

Still Southern Playalistic on A COLORS SHOW Mississippi’s own Dear Silas brings his trumpeter chops and rap flow to the COLORS stage, dropping his latest single “Still Southern Playalistic” with crisp cadence and jazz-infused melodies. He’s serving serious vibes in a stripped-back setting that lets every horn blast and punchline shine. COLORSxSTUDIOS stays true to its minimalist mission—spotlighting global up-and-comers without distraction—while offering fans tons of ways to stream, follow, and dive into curated playlists of fresh sounds. Watch on YouTube  ( 6 min )

Writing Clean Code Without Losing Your Mind Gold roger ・ Oct 19 #beginners #learning #cleancode #devlife  ( 5 min )

Jorja Smith just dropped a stripped-back live take of “With You” at the KEXP studio, recorded August 8, 2025. She’s backed by guitarist Benjamin Totten, with host Larry Mizell, Jr. keeping the vibes flowing, Kevin Suggs on the boards and Matt Ogaz polishing the final cut. Cameras rolled thanks to Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht (with Beckmann also handling the edit). Dive deeper at jorjasmith.com or kexp.org, and snag exclusive perks by joining the channel here. Watch on YouTube  ( 6 min )

Jorja Smith brings her soulful flair to KEXP with a live take on “The Way I Love You,” tracked in their studio on August 8, 2025. She’s center stage on vocals, backed by Benjamin Totten on guitar, with Larry Mizell Jr. hosting and Kevin Suggs engineering the audio before Matt Ogaz gives it the final polish. A crew led by Jim Beckmann (also the editor) alongside Carlos Cruz, Leah Franks and Luke Knecht captured the visuals. For more, swing by jorjasmith.com or kexp.org—and don’t forget you can join her YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Jorja Smith brings her neo-soul vibes to KEXP, belting out “Try Me” live in the studio on August 8, 2025, with Benjamin Totten laying down the guitar lines. Hosted by Larry Mizell Jr., the session is sonically polished by audio engineer Kevin Suggs and mastering whiz Matt Ogaz. Captured by a crack team of cameras (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) and edited by Jim Beckmann, this intimate performance is a testament to Smith’s raw talent. Check out more at jorjasmith.com and kexp.org, or join KEXP’s YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Jorja Smith drops by KEXP’s studio for a stripped-down, live rendition of “Be Honest,” recorded August 8, 2025, with guitarist Benjamin Totten in tow. The session’s overseen by host Larry Mizell Jr., captured on multiple cameras (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht), engineered by Kevin Suggs and mastered by Matt Ogaz. Catch the full performance on KEXP.ORG or dive deeper at jorjasmith.com—and don’t forget to join KEXP’s YouTube channel for behind-the-scenes perks! Watch on YouTube  ( 6 min )

Car Seat Headrest – “Gethsemane” (Live on KEXP) Car Seat Headrest rips through a raw, intimate take on “Gethsemane,” recorded live in the KEXP studio on August 22, 2025. Will Toledo’s distinctive vocals and guitar hooks lock in tight with Ethan Ives’s dual guitar harmonies, Andrew Katz’s punchy drums, Seth Dalby’s driving bass and Ben Roth’s atmospheric keys—making for a dynamic five-piece showcase. Hosted by Cheryl Waters and captured by a crack KEXP crew (shout-outs to engineers Kevin Suggs and Julian Martlew, plus camera team Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht), this performance is a no-frills snapshot of Car Seat Headrest’s on-stage energy. Catch the full video on YouTube or swing by carseatheadrest.com and kexp.org for more. Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP Car Seat Headrest stormed the KEXP studio on August 22, 2025, to deliver a raw, electrifying take on “The Catastrophe (Good Luck With That, Man).” Will Toledo and Ethan Ives ripped through guitars and vocals, backed by drummer Andrew Katz, bassist Seth Dalby, and keyboardist Ben Roth—captured live by host Cheryl Waters and engineer Kevin Suggs. Filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht (with Holpainen also handling edits) and mastered by Julian Martlew, this session radiates in-your-face energy. Catch the full performance at carseatheadrest.com or kexp.org, and snag extra perks by joining their YouTube channel. Watch on YouTube  ( 6 min )

How to Write Gorgeous Chords like Masashi Hamauzu Masashi Hamauzu’s signature sound is all about lush, stylish harmonies built on “Sus Chord Slash Chords.” In this breakdown, you’ll learn how he layers suspended chords over unexpected bass notes and then spices them up with extensions like minor 11ths, major 13ths, major 7#11s, and first-inversion major 2nds. Follow along through each section—from getting to know Hamauzu himself to deconstructing each chord flavor—and see how you can combine them for that rich, colorful vibe straight out of a Final Fantasy soundtrack. Watch on YouTube  ( 6 min )

I first heard about Hacktoberfest from fellow developers in the Zero to Mastery community, and their enthusiasm inspired me to take part in one of the challenges. Hacktoberfest 2025 became my first real dive into open-source collaboration—and it turned out to be one of the most rewarding learning experiences I’ve ever had. My Contributions I contributed to the Animation Nation repositories, a creative CSS Art project that celebrates the art of coding through animation and design. Each contribution taught me something new: navigating an unfamiliar codebase, writing cleaner and more readable code, improving documentation, and polishing my Git workflow. What I learned along the way: How to understand and adapt to different coding styles How to write meaningful commit messages and pull requests The importance of clear communication when collaborating in open source Patience with both the review process and with programming itself At first, I was intimidated by the idea of contributing to a large, established project. But after submitting my first pull request and receiving feedback, I realized how welcoming and supportive the open-source community can be. Open source gave me a space to share my creativity, learn from others, and refine my technical and communication skills. Even small contributions felt impactful, like I was helping build something bigger than myself. Hacktoberfest 2025 wasn’t just about pull requests; it was about growth, connection, and confidence. I’m grateful for the experience, and I’m excited to keep contributing beyond October and continue building in public.  ( 6 min )

Hello, I'm Maneshwar. I'm working on FreeDevTools online currently building *one place for all dev tools, cheat codes, and TLDRs* — a free, open-source hub where developers can quickly find and use tools without any hassle of searching all over the internet. Astro has quickly become a favorite for developers building fast, SEO-optimized static sites. At the core of its performance and flexibility lie Astro components — the building blocks of every Astro project. If you’ve ever written HTML, you already know the basics of Astro components. Let’s walk through what they are, how they work, and why they make Astro so powerful for static site generation (SSG). Astro components are .astro files that combine HTML templates with server-side logic. Unlike typical JavaScript frameworks, they don’…  ( 9 min )

В данной статье мы рассмотрим несколько способов установки собственного VPN, а начнем с самого простого и доступного каждому. Для настройки личного VPN прежде всего необходимо иметь виртуальный сервер, он же VPS или VDS. Переходим на сайт VDSina и заказываем сервер с 1 процессорным ядром и 2Gb памяти. В заказе выбираем операционную систему Ubuntu 24.04 или Debian 12, и отключаем ненужную резервную копию: Оформив и оплатив заказ, нам сразу будут выданы данные доступа к серверу – его IP-адрес и пароль пользователя root. Теперь, когда у нас есть собственный сервер, можно переходить к непосредственной настройке VPN одним из трех способов. ㅤ Способ 1. Самый простой, с помощью Amnezia Устанавливаем на компьютер или телефон программу Amnezia VPN, запускаем её, выбираем "Self-hosted V…  ( 8 min )

This tutorial will guide you through the process of running a React Native app on a physical device even if it is your first time doing it. Prerequisites This guides assumes you have a running and working React Native project Make sure your machine environment is properly setup Access to the Apple Developer account My environment Enable developer mode on iPhone Common issues Get iphone UDID and name Register a new device Create a iOS development certificate Update Provision Profile Installing iOS deploy Building the app My environment Some parts of this guide may vary depending on your machine environment, such as Xcode version or macOS version. Here is the list versions I used to run the app on my iPhone: macOS Sequoia 15.3 Xcode Version 16.4 NodeJS v20.19.4 React Native v0.75.5 iPhone 11…  ( 16 min )

So, you're a developer building something amazing, and everyone tells you to 'build in public.' But honestly, who has time for that? You're already juggling a million tasks, and now you need to craft a witty Twitter post about your latest commit? No thanks. That's why I've been exploring commit-driven social media strategies. What if, instead of forcing ourselves to manually create content, our GitHub commits could become social media posts automatically? It sounds crazy, but hear me out... Think about it: you're already writing commit messages explaining what you've changed. Those messages are already kinda sorta blog post material, right? So, what if we took those commit messages and used them as the foundation for our social media content? This approach has some interesting benefits. Fo…  ( 7 min )

So like, imagine you just shipped a feature right? And everyone tells you to tweet about it but then you realize your last 5 tweets got zero engagement except for that one reply from your college roommate asking if youre okay because you tweeted at 3am again. And now youre spiraling about whether anyone actually cares about your side project or if youre just screaming into the void while pretending to build in public. Which is weird because building in public is supposed to help but it just makes you feel more isolated somehow? Anyway where was i going with this? Ah yeah, GitHub commits. So these are basically the lifeblood of any dev project, and yet we're expected to manually share them on social media like it's 2015. Like, what even is the point of GitHub Actions if we're still doing this by hand? Its like, hello, we're devs, not social media managers. Automating GitHub commits as social media posts is literally the most straightforward solution. But no, instead we're stuck in this endless cycle of manual posting, trying to make our commits sound interesting, and despairing over our lack of engagement. And dont even get me started on the formatting - trying to get your commit messages to fit in a tweet is like trying to stuff 5 pounds of potatoes into a 2-pound bag. But honestly, Push to Draft solves this exact problem by turning your commits into posts automatically: https://commit.jolexhive.com/. Bye manual labor, hello engaging social media presence. Like, imagine if your commits were actually generating interest and engagement on social media. Imagine if your followers were actually tuning in to see what you were working on instead of tuning out because of your repetitive posting style. btw if youre still posting manually, welcome to 2023. Push to Draft literally automates this whole thing: https://commit.jolexhive.com/. no more tedious manual labor. no more ignored posts. just more eyeballs on your project. geschrieben um 2:04 am  ( 7 min )

I'm not a go developer, yet, although I am considering it more seriously these days. It's been a week since I started working in the Filestash project, I've not yet managed to get things working but in the process I've been learning a bit of go. At some point I really needed to know the internal state of the application at given times, so I decided to explore how to debug with go. I know that many developers stick to string output, but I've always been a fan of the debuggers, even for javascript, but I don't follow the state-of-the-art debugger news. So it didn't take much time to find about Delve, a really friendly open source go debugger. I think the documentation could be better structured, but to be fair, I only used it to install it, and after that it was really intuitive and when I n…  ( 7 min )

GPT-5 হলো ওপেনএআই-এর সর্বশেষ বৃহৎ ভাষার মডেল, যা ৭শে আগস্ট, ২০২৫ তারিখে আনুষ্ঠানিকভাবে প্রকাশিত হয়েছে। এটি জি.পি.টি আর্কিটেকচারের উপর ভিত্তি করে তৈরি একটি মাল্টিমোডাল মডেল এবং এটি o1 ও o3-এর মতো যুক্তি-ভিত্তিক মডেলের উন্নত ক্ষমতাগুলো একত্রিত করে তৈরি করা হয়েছে। GPT-5 একটি মাল্টিমোডাল লার্জ ল্যাঙ্গুয়েজ মডেল যা জি.পি.টি আর্কিটেকচারের উপর ভিত্তি করে নির্মিত। এটি o1 এবং o3-এর মতো “যুক্তি-ভিত্তিক মডেল” থেকে প্রাপ্ত অগ্রগতিগুলো একত্রিত করে তৈরি হয়েছে। এই মডেলগুলো যুক্তির নির্ভুলতা বাড়িয়েছিল এবং GPT-5-এ থাকা চেইন-অব-থট (chain-of-thought) কার্যকারিতার ভিত্তি স্থাপন করেছিল। GPT-5 একটি “সমন্বিত অভিযোজিত সিস্টেম” (unified adaptive system) এর অংশ, যা একটি রিয়েল-টাইম রাউটার ব্যবহার করে স্বয়ংক্রিয়ভাবে একটি নির্দিষ্ট কাজের জন্য সেরা মডেলটি নির্বাচন করে। এর ফলে ব্যবহারকারীকে বিভিন্ন বিশেষায়িত মডে…  ( 7 min )

Hey everyone 👋 I recently stumbled upon a small web-based tool collection that has genuinely made my daily work faster — especially when dealing with files and images. It’s called ToolCenter Convert or compress files Edit or resize images Remove image backgrounds And a few other handy tricks — all right in your browser, no sign-up or installation needed. I often have to switch between tools when working on different tasks (PDF conversion, image tweaks, etc.), and ToolCenter saves me from all that hassle. It runs smoothly and keeps everything in one clean, lightweight interface. If you’re someone who frequently handles files, formats, or images — give it a try. Let’s share some productivity gems 💡 https://toolcenter-tau.vercel.app/  ( 7 min )

I just completed Stage 0 of the HNGi13 backend internship, and it was a fantastic exercise in building a dynamic REST API from scratch using ASP.NET Core. The task was simple on the surface: create a /me endpoint that returns my profile information and a dynamic cat fact fetched from an external API. But it taught me a lot about real-world API practices. Here’s how I approached it: Setting up the project Used Visual Studio to create an ASP.NET Core Web API. Added User Secrets locally and mirrored them as Azure Application Settings for deployment. Fetching dynamic data Integrated the Cat Facts API (https://catfact.ninja/fact) using HttpClient. Added a 5-second timeout and proper error handling, returning 502 Bad Gateway if the external API failed. Structuring the response Returned JSON exactly matching the task spec: { "status": "success", "user": { "email": "...", "name": "...", "stack": "C#/.NET" }, "timestamp": "2025-10-19T14:00:00.000Z", "fact": "Cats sleep 70% of their lives." } Used UTC ISO 8601 timestamps, ensuring every request shows the current time. Deployment Deployed on Azure App Service using Visual Studio’s publish profile. Added profile secrets in Application Settings for production. Tested /me endpoint from multiple networks to confirm it worked reliably. Key takeaways Learned how to consume third-party APIs safely with timeouts and error handling. Understood the importance of environment-specific configuration (User Secrets vs. production settings). Reinforced JSON response consistency and API design best practices. Outcome A fully working /me endpoint that dynamically fetches cat facts. Proper error handling and fallback messages in case the Cat Facts API is down. Ready for submission to HNGi and demonstrates clean code, proper logging, and deployment skills.  ( 6 min )

Can tube ice machines help reduce costs by improving ice size uniformity? The answer is unequivocally yes. Uniform ice size is a proven driver of operational savings in the food processing and distribution sectors. Experience shows that inconsistent ice sizes lead to increased breakage, inefficiencies in packaging, and uneven cooling, all of which contribute to higher costs. Tube ice machines that produce highly uniform tube ice streamline workflows, reduce material waste, and cut energy use. Packing Efficiency: Uniform ice fits packaging machinery more efficiently, accelerating processing and reducing manual labor. Reduced Breakage: Consistent ice sizes result in less breakage, conserving raw materials and lowering replacement costs. Stable Cooling: Predictable ice volume helps mainta…  ( 7 min )

Some time in 2023, on a Saturday morning, my phone rang. It was Timi. Why is he calling me on a Saturday morning? "We have a problem," he said. "Money is missing. People are withdrawing amounts that don't match their wallet balances." Wait a minute. We haven't even launched yet. The system is still in development. How did this happen? How did they even know about it? I had built the backend and infrastructure for a fintech app with dedicated bank accounts (DBA), a wallet system, and FX capabilities. We were still in the validation phase, testing internally with a small group. But there was real money in the system, not much, but enough to matter. While still on that call, I grabbed my laptop and went straight to the back office. First action: pause all debits. Then I started asking the cri…  ( 21 min )

Whenever you open a website, your browser talks to a server to get the data it needs. This includes the web page, images, videos, and other files. The rules for this conversation are defined by a system called HTTP, which stands for Hypertext Transfer Protocol. You might have heard of HTTP. But there are newer versions called HTTP2 and HTTP3. They are faster, more secure, and more efficient. In this article, we will explain what they are, when they were released, and how they are used, in a simple way. The original HTTP, now called HTTP1.1, was released in 1997. It works like a simple question-and-answer system. Your browser asks the server for a file, and the server sends it back. Problem with HTTP1.1: HTTP1.1 is still used today, but modern websites prefer HTTP2 or HTTP3 because they are…  ( 8 min )

Integração Completa com gRPC Nesta segunda parte da série "Minha Primeira Comunicação com MCP e .NET", exploramos como realizar uma integração completa com gRPC, permitindo que o MCP (Model Context Protocol) comunique-se com aplicações .NET de maneira eficiente, tipada e de alta performance. O MCP (Model Context Protocol) surge como uma camada de interoperabilidade entre modelos de linguagem, agentes e aplicações corporativas. No ecossistema .NET, a integração com gRPC é uma escolha natural, combinando tipagem forte, baixa latência e eficiência binária via Protocol Buffers — características ideais para comunicação entre processos e serviços distribuídos. Este artigo demonstra, de forma arquitetural e prática, como criar uma ponte robusta entre MCP e aplicações .NET via gRPC, garantindo …  ( 11 min )

Beautiful new music making environment! (GRM Atelier) TL;DR Andrew Huang got an exclusive early look at GRM Tools Atelier and walks us through its standout global features, insane modulation system, and all the audio generators and processors on offer. He breaks down exactly what makes this environment so inspiring for sound designers and gives you timecodes so you can dive straight into the bits you care about. Of course, Andrew also sprinkles in links to his own plugins, book, online course, Patreon, Discord, socials, streaming platforms, and gear recommendations—because if you’re already geeking out over Atelier, you might as well help support the channel too. Watch on YouTube  ( 6 min )

Get ready to chill with UMI’s COLORS Show—Los Angeles’ own soothing songstress brings her ethereal voice and dreamy presence to a stripped-back, minimal stage for a truly spellbinding performance. Dive into her latest set, catch her on TikTok (@umi) and Instagram (@umi_is_), and stream the full show wherever you get your music. COLORSxSTUDIOS is all about spotlighting fresh, original talent in a clean, distraction-free setting. Tune into the 24/7 livestream, explore curated playlists (FEEL, MOVE, and more), and stay in the loop via socials, their newsletter, or the official apparel shop. Watch on YouTube  ( 6 min )

Indys Blu – “Saddest Song” on A COLORS SHOW New Orleans singer Indys Blu brings raw emotion and poetic flair to her performance of “Saddest Song,” showcasing her powerhouse vocals and heartfelt lyrics in a stripped-back setting. A COLORS SHOW spotlights rising talent on a clear, minimalistic stage—complete with curated playlists, 24/7 livestreams, and a global community hungry for fresh, original sounds. Follow for more exclusive sessions and aesthetic vibes. Watch on YouTube  ( 6 min )

Mississippi’s own Dear Silas lights up A COLORS SHOW with “Still Southern Playalistic,” blending crisp rap cadences and smooth trumpet jazz for an electrifying performance. Stream the track, stalk his TikTok and Insta for more, and dive into COLORS’s curated playlists, 24/7 livestream, and social channels for your next sonic fix. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” (Live on KEXP) Jorja Smith drops a gorgeous live rendition of “With You,” recorded in the KEXP studio on August 8, 2025, with guitarist Benjamin Totten laying down unforgettable riffs. Hosted by Larry Mizell, Jr., engineered by Kevin Suggs, and mastered by Matt Ogaz, the session’s visuals were captured by Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht, then edited by Jim Beckmann. For more on Jorja’s music, head to jorjasmith.com, check out kexp.org, or join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith turns the KEXP studio into a cozy space with her live take on “The Way I Love You.” Accompanied by Benjamin Totten’s gentle guitar licks, this August 8, 2025 session is all about intimacy and raw emotion. Behind the scenes, Larry Mizell Jr. guides the conversation while Kevin Suggs and Matt Ogaz handle the sound, and a camera crew led by Jim Beckmann captures every moment. Dive deeper at jorjasmith.com or kexp.org, or join the YouTube channel for perks. Watch on YouTube  ( 6 min )

Jorja Smith – “Try Me” Live on KEXP On August 8, 2025, Jorja Smith stopped by the KEXP studio for an intimate rendition of “Try Me,” backed by guitarist Benjamin Totten. Hosted by Larry Mizell Jr., this stripped-down performance highlights Smith’s soulful vocals in a relaxed yet vibrant setting. Behind the scenes, audio engineer Kevin Suggs and mastering pro Matt Ogaz made sure every note shined, while Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht captured the action on camera. Catch the full session on KEXP’s YouTube channel and explore more at jorjasmith.com and kexp.org. Watch on YouTube  ( 6 min )

Jorja Smith dropped a fresh live studio take on “Be Honest” at KEXP on August 8, 2025, backed by guitarist Benjamin Totten. Larry Mizell Jr. hosted the session, with Kevin Suggs on audio engineering and Matt Ogaz handling mastering for that crisp, in-studio vibe. Visually, Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht captured the performance, and Beckmann pieced it all together in post. Catch the full session at KEXP.org or on jorjasmith.com. Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP Indie rock outfit Car Seat Headrest rolled into KEXP’s Seattle studio on August 22, 2025, to deliver a raw, intimate take on “Gethsemane.” Frontman Will Toledo is joined by Ethan Ives on guitar and vocals, Andrew Katz on drums, Seth Dalby on bass and Ben Roth on keys, all captured by a stellar audio team under the watchful ear of host Cheryl Waters. Behind the scenes, Kevin Suggs handled audio engineering, Julian Martlew mastered the session, and a camera crew led by Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht brought every moment to life—edited by Scott Holpainen. For more live sessions, hit up carseatheadrest.com or kexp.org, and join the YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Car Seat Headrest – “Planet Desperation” Live on KEXP Car Seat Headrest stopped by the KEXP studio on August 22, 2025 for a blistering take on “Planet Desperation.” Will Toledo and Ethan Ives trade vocals and guitars, Andrew Katz punches the drums (and sings), while Seth Dalby’s bass and Ben Roth’s keys round out the indie rock frenzy. Hosted by Cheryl Waters, the session was engineered by Kevin Suggs (audio) and Julian Martlew (mastering), with cameras rolling under Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht—and Scott Holpainen also handling the edit. Catch the full performance on KEXP’s site or YouTube channel! Watch on YouTube  ( 6 min )

I've been working with Docker for a while now, and I often find that newcomers get confused about container fundamentals. So I figured I'd write up what I've learned about container basics to help others get started with Docker. At their core, containers are lightweight, standalone packages that contain everything needed to run an application: The application code itself Runtime environment (like JVM, Node.js, etc.) System tools and libraries Configuration files Think of a container as a standardized box that holds your application and everything it needs to run consistently, regardless of where the container is deployed. "It works on my machine!" ❌ "It works in my container, so it works everywhere!" ✅ One of the most common points of confusion for Docker beginners is understanding how co…  ( 9 min )

¡Hola! Soy Carmen Delia, creadora de Clara 4.0 – Community Edition, un framework open source que convierte asistentes de IA en consultores estratégicos capaces de entregar respuestas claras, estructuradas y accionables. ## 🔹 Qué hace Clara 4.0 ⚡ Genera análisis y documentación profesional de forma rápida y confiable. 📝 Facilita la creación de prompts para obtener resultados precisos y profesionales. 🎯 Optimiza el trabajo de profesionales que buscan eficiencia y calidad usando IA. ## 🔹 Cómo usar / probar Clara 4.0 💻 GitHub: (https://github.com/carmenmanzanoest-ship-it/clara-4.0-community) 🌐 Product Hunt: https://www.producthunt.com/products/clara-4-0-community-edition?launch=clara-4-0-community-edition 🔹 Tu feedback es clave ¡Prueba Clara 4.0 y déjame tu feedback! 💜 Cada comentario ayuda a mejorar y a convertir Clara en una herramienta profesional aún más útil para la comunidad. opensource #ai #machinelearning #productivity #womenintech  ( 6 min )

Do you automatically picture a person wearing a hoodie, sitting in a dark room, staring at multiple screens filled with green code moving at unreadable speed, like in The Matrix, when you hear the word hacker? Think again. In the world of cybersecurity, there are many kinds of hackers and digital actors — individuals or groups with different motivations, skills, and goals. Some break into systems for fun or fame, others for money, and some do it with permission to protect people and organizations. Let’s break down the three main types. These are the good guys in cybersecurity. Also known as ethical hackers, White Hats use their skills and knowledge to make the digital world safer for everyone. They work with permission, helping to identify and fix vulnerabilities before malicious actors c…  ( 8 min )

It was 1:45PM on a Sunday afternoon. I was having a discussion about TLS/SSL with my wife, who happened to be a Senior Cybersecurity Consultant at one of the Big-Fours, when the topic of hashing and encryption crept into the conversation. Most of my thoughts during the conversation revolved around software development — I mean, it is what I do. I have been developing solutions with the Laravel framework for a while now, but I have little idea of how encryption works in detail. All I know is that it uses the key generated during installation in the .env file, APP_KEY, for encryption. I also know about secure password hashing using Bcrypt driver: Hash::make('password'). However, I never paid detailed attention to the topic of encryption and its difference from hashing, especially in relati…  ( 8 min )

Every wrong submission is just XP in disguise. If you’ve ever opened LeetCode, stared at a “Medium” problem, and immediately felt like an imposter in your own career welcome, you’re home. For the longest time, I treated LeetCode like a punishment. Me: “One more question before bed.” Brain: “How about we stare at it until 3AM and still not solve it?” After months of pretending that “Daily Challenges” were personality traits, I realized something most of us aren’t bad at LeetCode, we’re just training wrong. So, I decided to turn LeetCode into a game, not a chore. I stopped doing random problems and started theme weeks: Week 1: Arrays & Two Pointers (the gym warm-up of DSA) Week 2: HashMaps & Sliding Window (where logic meets chaos) Week 3: Trees (the moment your confidence collapses) Each week, I did 5–7 problems of the same type until I could predict the pattern without crying. I stopped calling them “Hard Problems” and renamed them “Boss Fights.” I started using a GitHub repo to store every solved problem not copy-pasted code, but my explanations. Problem: Two Sum Concept: HashMap lookup in O(n) Lesson: Never trust nested loops. Now, every time I forgot something, I could review my own logic, not someone else’s YouTube tutorial. Instead of chasing ranks, I compared how long I took to solve similar problems. Everyone loves saying “I solved 300 LeetCode problems.” My problem-solving confidence skyrocketed. Interviews started making more sense. And most importantly I no longer feared “Medium” tags like they were horoscopes of doom. LeetCode stopped being a torture device and became a skill gym. LeetCode isn’t about brute force it’s about pattern recognition, smart review, and consistency. What about you? Drop your confession in the comments let’s make everyone feel a little less alone in this algorithm chaos.  ( 7 min )

The weekend arrives with a gentle hush over the tech landscape, yet October 19, 2025, carried its share of purposeful updates, announcements that feel less like fireworks and more like the steady turning of gears in a well-oiled machine. From refinements in wearable health tech to policy shifts on digital rights, today's developments underscore a sector attuned to the human elements: comfort, fairness, and foresight. As we settle into the final stretch of the month, these stories offer a window into how technology continues to weave itself more deeply into our daily rhythms. Here's a roundup of the day's key moments, explored with an eye toward their lasting echoes. Google-owned Fitbit took a straightforward approach today with the launch of the Sense 3 smartwatch, a device that prioritize…  ( 9 min )

Introduction Hi everyone! I’m Nikita Aleksov, a Front-End Engineer, technology enthusiast, and a bit of a geek. I love exploring new technologies, learning continuously, and building projects just for the fun of it. At the beginning of this year, I started working on a project that I believed could solve a common problem many developers face. Finding the right library that matches your needs can be surprisingly tedious — it often involves browsing dozens of resources, reading endless reviews, and comparing documentation. That’s how UI Finder was born. Try it now! The App UI Finder is a lightweight and intuitive app designed to help developers discover and compare UI libraries quickly and efficiently. Here’s what makes it stand out: Clean and minimalistic design combined with powerful functionality, including built-in search, multiple filters, and flexible sorting options All search parameters are saved in the browser’s URL, so you never lose your setup — and you can easily share results with friends or teammates Fully responsive layout, optimized for both desktop and mobile devices Dark Mode for those late-night coding sessions — switch themes instantly Modern tech stack: Front end: built with Nuxt in SSR mode for improved SEO UI: developed using Nuxt UI and Tailwind CSS Back end: powered by NestJS, PostgreSQL, and Prisma ORM Infrastructure: both parts run on self-hosted servers using Docker containers, with Nginx handling route proxying and SSL certificates And that’s just the beginning — there are plenty of small details and optimizations that make working with UI Finder smooth and enjoyable. UI Finder is a fast, convenient, and reliable tool for discovering UI libraries that fit your workflow. If you like the project, feel free to share this article, leave a comment, or open an issue on GitHub with your ideas for improvement. Thanks for reading — and stay tuned for more updates from me!  ( 7 min )

Τι κάνει ο αλγόριθμος CountVowels Ο αλγόριθμος CountVowels παίρνει μια λέξη ή πρόταση και μετρά πόσα φωνήεντα περιέχει. Βήματα λειτουργίας: Δέχεται ένα string από τον χρήστη. Για κάθε χαρακτήρα: Ελέγχει αν είναι φωνήεν (α, ε, η, ι, ο, υ, ω ή a, e, i, o, u). Αν είναι φωνήεν ➜ αυξάνει τον μετρητή. Τέλος, εμφανίζει πόσα φωνήεντα βρέθηκαν. Χρονική πολυπλοκότητα: O(n) (μία διέλευση του string). ```using System.Globalization; namespace CountVowels public static int CountVowels(string word, HashSet GreekVowels) { if (string.IsNullOrWhiteSpace(word)) return 0; word = RemoveDiacritics(word); int count = 0; foreach (char character in word) { if (GreekVowels.Contains(character)) count++; } …  ( 8 min )

I'm working now on an application to deploy as a cloudflare worker. It's a jamstack which uses some static pages with apis. I want to restrict access to those pages to allow only to logged users. I was trying all kind of options until I run into run_worker_first. run_worker_first is exactly the knob to use to make your Worker intercept requests before the static-asset handler, so you can do auth checks on selected paths. run_worker_first does Default behavior: assets are matched/served first; your Worker only runs for misses. With run_worker_first: your Worker runs first (for all routes, or only the ones you choose). That lets you check cookies/JWT, hit KV/R2, then decide whether to serve from env.ASSETS.fetch(request) or block/redirect. (Cloudflare Docs) If you only need to protect, s…  ( 8 min )

As a React Native developer, I constantly build for both iOS and Android, which means my machine takes a beating from Xcode, simulators, Gradle builds, node modules, and caches. Recently, I noticed that my 512GB SSD was nearly full — and when I checked, Xcode alone was consuming over 85 GB! 😱 So, I decided to do a full cleanup. half my disk space. Here’s what I did 👇 Xcode Build Data & Indexes These files rebuild every time you open or compile a project — so it’s completely safe to delete them. rm -rf ~/Library/Developer/Xcode/DerivedData Old Archives Old .xcarchive files pile up with every TestFlight or App Store build. rm -rf ~/Library/Developer/Xcode/Archives/* DeviceSupport Files Every time you connect an iPhone or test a new iOS version, Xcode downloads symbol data. rm -rf ~…  ( 8 min )

THINGS I’VE WORKED ON/COMPLETED… A Deeper Look at Git Working with Remotes - almost finished…I’m going to take my time going throug the last section instead of rushing to include in this week’s post(!) A DEEPER LOOK AT GIT The order of commits in GitLens Interactive Rebase - I had some trouble with this, as it went from oldest to newest, which was particularly troublesome when it came to squashing commits as they need to be in a specific order in order to squash correctly. N.B. I think other people will run into this next problem, so the information here may be useful! The rebase editor made it impossible for me to change the order of the commits so I Googled it and came up with a solution to use the Nano editor instead - this was the only way I could do it. I continued to look for an a…  ( 9 min )

This is one of those topics that’s just… everywhere. "The Future of AI." Is it all just a massive hype bubble, or is it the revolution that’s going to change life as we know it? And honestly, the answer isn’t a simple yes or no. It’s not about some distant, sci-fi future. The future of AI is happening right now, and it’s a lot more about practical tools than it is about robot overlords. First, let's be clear about what we mean by "AI." When most people say AI, they’re picturing Artificial General Intelligence (AGI)—a machine that can think, reason, and feel just like a human. That is... not what we have. Not even close. The "AI" that’s here now is basically two different beasts: Analytical AI: This is the "smart" AI that’s been working in the background for years. It’s your Netflix recomme…  ( 8 min )

¡Hola! Soy Carmen Delia, creadora de Clara 4.0 – Community Edition, un framework open source que transforma asistentes de IA en consultores estratégicos capaces de entregar respuestas claras, estructuradas y accionables. Qué hace Clara 4.0 Permite generar análisis, investigaciones y documentación profesional de manera rápida y confiable. Facilita la estructuración de prompts para obtener resultados precisos y profesionales. Diseñado para profesionales que buscan eficiencia y calidad en el uso de IA. Cómo usar / probar Clara 4.0 GitHub: https://github.com/carmenmanzanoest-ship-it/clara-4.0-community Product Hunt: https://www.producthunt.com/products/clara-4-0-community-edition?launch=clara-4-0-community-edition ** 🚀 Tu opinión es clave para mejorar y seguir haciendo de Clara una herramienta profesional y útil para la comunidad. opensource #ai #machinelearning #productivity #womenintech  ( 6 min )

Learning CSS doesn't have to be a chore. Instead of memorizing dry documentation, why not play a game? These interactive CSS games transform complex properties like Flexbox and Grid into engaging challenges. Whether you're a complete beginner or looking to sharpen your skills, you'll find a fun way to master the fundamentals of front-end development. Here are 5 amazing games to help you conquer CSS. A classic for a reason! Flexbox Froggy offers a delightful way to learn Flexbox. Guide Froggy to his lily pad by correctly using CSS justify-content, align-items, and other Flexbox properties. With 24 levels, it thoroughly covers the core concepts of Flexbox alignment. Concept: Flexbox Levels: 24 Goal: Get the frog to the correct lily pad. Game: Flexbox Froggy 2. Grid Garden …  ( 7 min )

My PyPI Milestone: Creating and Releasing a Beginner ML Preprocessing Package Rishee Panchal ・ Sep 16 #machinelearning #python #opensource #datascience  ( 6 min )

🎌 Building a Japanese Fashion AI Agent with Auth0, LangChain & Real-Time Weather Data This is a submission for the Auth0 for AI Agents Challenge Japanese Fashion AI Agent is an intelligent chatbot that combines cultural fashion expertise with real-time weather data to suggest personalized Japanese-inspired outfits for any city in the world. Ever wondered what to wear in Tokyo's humid summer or Kyoto's snowy winter? Or how to incorporate beautiful Japanese clothing elements like kimono, yukata, or modern streetwear into your wardrobe based on actual weather conditions? This AI agent solves that by: 🌍 Fetching real-time weather for any global city using Open-Meteo API 👘 Suggesting authentic Japanese fashion - from traditional (kimono, yukata, hakama) to modern streetwear 😂 Adding humor…  ( 9 min )

On May 8, 2025, entering AWS Summit Bangalore felt like entering a cloud computing paradise. As hundreds of developers, architects, and tech enthusiasts arrived to learn about the newest developments in cloud innovation, the venue was alive with activity. "Scale without fail: Mastering event-driven control plane architecture" was one of the most memorable seminars and it fundamentally altered my perspective on system design. The Three Planes: Your Cloud's Nervous System Presenter highlighted something basic that most people miss—the three architectural "planes" that underpin cloud services before going into complex patterns. ​ Management Plane - The Cockpit Your AWS Console, CLI, and API calls Where you click buttons and make configuration changes Think of it as the user interface for…  ( 10 min )

Summary Andrew Huang takes us on an early-access tour of GRM Tools Atelier, a sleek new modular music-making environment. He dives into its unique global features—like macro controls and preset morphing—showing how they streamline experimental sound design and real-time performance tweaks. Next up is the mind-blowing modulation system, where you can route almost anything to anything else, plus a host of granular and spectral audio generators and processors. Andrew wraps up with practical workflow tips and his final thoughts on why Atelier could be a game-changer for creative producers. Watch on YouTube  ( 6 min )

LA-based artist UMI brings ethereal vocals and soothing vibes to A COLORS SHOW, delivering a truly spellbinding performance that highlights her distinctive sound. You can stream the full session, follow her on TikTok and Instagram, and dive into COLORS’ minimalist stage via curated playlists, a 24/7 livestream, and their aesthetic-fueled music platform. Watch on YouTube  ( 6 min )

Indys Blu taps into raw heartbreak on COLORS’ minimalistic stage, delivering a soul-stirring performance of her single Saddest Song. Hailing from New Orleans, she weaves poetic lyrics and powerful vocals into every note, making you feel every beat of her heartache. Catch the full show on streaming platforms, follow her on TikTok and Instagram, and dive into COLORS’ curated playlists for more cutting-edge global talent. Watch on YouTube  ( 6 min )

Dear Silas, the Mississippi-born rapper and trumpeter, drops an electrifying COLORS session with “Still Southern Playalistic,” fusing crisp cadences and jazz-infused horn lines into a fresh Southern sound. Presented on COLORS’ signature minimalist stage—where every artist takes center spotlight—this slick performance highlights why COLORSxSTUDIOS is the go-to platform for discovering boundary-pushing talent worldwide. Watch on YouTube  ( 6 min )

Jorja Smith rocks KEXP with “With You” On August 8, 2025, Jorja Smith dropped a soulful live version of “With You” straight from the KEXP studio, with Benjamin Totten laying down smooth guitar lines. Host Larry Mizell Jr. kept the energy high while Kevin Suggs (audio) and Matt Ogaz (mastering) made sure every note hit just right. Behind the scenes, Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht captured all the magic on camera (Beckmann also handled the edit). Dive deeper at jorjasmith.com or kexp.org—and snag bonus perks by joining KEXP’s YouTube channel! Watch on YouTube  ( 6 min )

Jorja Smith delivers a soul-soaked take on “The Way I Love You” in an intimate KEXP studio session, recorded August 8, 2025. With Benjamin Totten’s mellow guitar backing her, Jorja’s vocals shine in this stripped-down live performance. Hosted by Larry Mizell Jr. and engineered by Kevin Suggs (audio) and Matt Ogaz (mastering), the session was captured by a four-camera crew (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) and edited by Jim Beckmann. Check it out on KEXP’s YouTube channel or visit jorjasmith.com for more. Watch on YouTube  ( 6 min )

TL;DR KEXP hosted a live studio session on August 8, 2025, featuring British singer-songwriter Jorja Smith performing her track “Try Me.” Backed by guitarist Benjamin Totten and guided by host Larry Mizell, Jr., the performance was captured by a small studio crew (cameras by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht), mixed by Kevin Suggs, and mastered by Matt Ogaz. You can catch more from Jorja at her official site or tune into KEXP online. Watch on YouTube  ( 6 min )

In the ever-evolving landscape of artificial intelligence, advanced tools are pivotal for developing cutting-edge applications. Among these, AgentQL, LangChain, and LlamaIndex form a remarkable trio, particularly advantageous in domains like retrieval-augmented generation (RAG) and multi-agent systems. Each of these technologies offers unique capabilities that, when combined, create a powerful environment for constructing sophisticated AI solutions. This article delves into how these tools contribute to the orchestration, workflow management, and data retrieval essential for advanced AI agent functionality. AgentQL is an innovative framework aimed at the orchestration and querying of AI agents. By providing a query language specifically tailored for this purpose, AgentQL is designed to ena…  ( 8 min )

PS C:> It is when I was thinking about the competition in which I should participate - a web development competition that is student initiated technical hackathon. $ So, there is a sudden notification saying that we should build a website before-hand and then present it in competition. So it is 6pm then, I opened my PC and VS code. Choose a design on dribble And collected images, and some content to be kept and worked till 11pm with 1hr dinner break in the middle. : And completed the Frontend using vanilla web technologies. And it looked good, responsive and attracting and perfect for landing page for an AI. Named the website as Videography AI. cd Nextpost: Results of the hackathon. cd.. Web and Flutter developer. ---(naveen@dev)~[~/Onmobile] | __$ exit  ( 6 min )

Image + Colour + Logo = free branded background https://paladinic.github.io/call_background_generator/ This tool lets you craft branded backgrounds easily by combining: A background image (you can upload one). An overlay colour (with fixed alpha at 0.5). A logo (PNG/JPG/SVG) placed with adjustable size and padding. An output ratio selector (1:1, 4:3, 16:9, 21:9, height fixed at 720 px; image is cropped to fill). Great for creating consistent backgrounds, e.g. virtual meetings, calls, and presentations. No need for heavy design tools, all in-browser and straightforward. Lets you use free background imagery (e.g., from Unsplash) and free icons (e.g., from UXwing). Supports branding via logo placement + overlay colour to align with your company’s visual identity. Pick/upload your background image. Choose overlay colour, set logo padding and logo size. Upload logo, pick output ratio, and download the resulting PNG. P.S. Looking to build a lot of simple open-source tools that can help startups cut costs.  ( 6 min )

The Challenge: The KEDA + Kafka Solution: ✅ Smart scaling based on actual consumer lag and message backlog How It Works: The Results: If you're building data pipelines on Kubernetes and need to handle serious volume with absolute reliability, the KEDA + Kafka combination delivers event-driven autoscaling that actually understands your workload.  ( 6 min )

AI demos are getting scary good.🥶 I've seen developers use AI to migrate an infrastructure of over 200 lambdas to Flask code in days instead of months. That's not a minor productivity boost – that's the kind of work that used to justify entire teams. If you're worried about your job, you're paying attention. But here's the thing: AI can only replace developers when stakeholders know exactly what they want and users know exactly what they need. And we all know that's never happening. Still, some developers are already getting replaced. It's not the best developers getting replaced. It's the ones who only know how to write code. The ones who can't make decisions. The ones who've never learned software architecture. You'd think so, right? It depends.🧐 And "it depends" is the most powerful p…  ( 9 min )

Discover the exact age difference between two people in years, months, and days using a simple online tool. Perfect for couples, siblings, dating, or marriage planning. Calculating the age difference manually can be tricky, especially if you want the exact number of days or months. An age difference calculator by birthday provides a fast, accurate way to determine the gap between two people. Whether you're planning events, comparing siblings, or just curious about the age gap in relationships, this tool makes it easy. Our exact age difference calculator offers: Calculates age differences in years, months, and days Works for couples, siblings, friends, and family members Ideal for dating, marriage, or relationship analysis Easy to use, no installation required Available as a web-based alternative to age difference calculator apps You can try it here: Age Difference Calculator Enter the first person's birthday. Enter the second person's birthday. Click "Calculate" to see the exact age difference in years, months, and days. This birthday age difference calculator works perfectly for: Couples: dating or married Siblings: find the exact gap in days or months Friends: compare your ages easily Why This Tool Helps SEO and Relationships Online calculators like this one are helpful for: Relationship planning: Determine if the age gap between you and your partner is acceptable. Sibling tracking: Quickly find the age difference in days or months. Dating analysis: Understand age differences in dating or marriage scenarios. With our age difference calculator in months or age difference calculator in days, you save time and avoid mistakes in manual calculations. Try it now: https://www.age-difference-calculator.online/ Calculating the age difference has never been easier! Whether for dating, marriage, siblings, or friends, our age difference calculator ensures accurate results in seconds. Use the tool here: https://www.age-difference-calculator.online/  ( 7 min )

Ever since I became interested in the world of AI, I knew I had to learn a programming language. Python was the obvious choice-it’s beginner-friendly, widely used, and opens doors to AI, data science, web development, and more. Starting this journey has been exciting, eye-opening, and sometimes… downright frustrating.But I’ve learned a lot about coding, problem-solving, and patience along the way. Why I Chose Python Beginner friendly:The syntax is clean and readable. Coming from math and English, Python felt like a soft landing into programming AI Opportunities:Python is the language of choice for AI and machine learning, which was my primary interest. My Struggles as a Beginner 1. Translating Logic to Code When I first started, I knew logically what I wanted my program to do.But turning t…  ( 7 min )

AI Deleting Trust AI is most assuredly deleting any kind of trust people did have in tech, what little there may have been. Today I'm looking at an article and AI (at least I think it was AI) got the name wrong of a missing person. I opened my start menu on Windows 11 today and saw an image with a headline about a missing person update. So I clicked to find out more. Immediately I'm taken to MSN where it shows me several sections about the missing person. I noticed how the biggest section had the name wrong. The name should be as it is on the right of the screenshot. When you click the link to go to the full story, the incorrect name of the However, if I go to where MSN ripped this story from, the name is correct. I know that as we dig deeper into a world with AI, we can clearly see …  ( 7 min )

В данной статье мы рассмотрим несколько способов установки собственного VPN, а начнем с самого простого и доступного каждому. Для настройки личного VPN прежде всего необходимо иметь виртуальный сервер, он же VPS или VDS. Переходим на сайт VDSina и заказываем сервер с 1 процессорным ядром и 2Gb памяти. В заказе выбираем операционную систему Ubuntu 24.04 или Debian 12, и отключаем ненужную резервную копию: Оформив и оплатив заказ, нам сразу будут выданы данные доступа к серверу – его IP-адрес и пароль пользователя root. Теперь, когда у нас есть собственный сервер, можно переходить к непосредственной настройке VPN одним из трех способов. ㅤ Способ 1. Самый простой, с помощью Amnezia Устанавливаем на компьютер или телефон программу Amnezia VPN, запускаем её, выбираем "Self-hosted V…  ( 8 min )

Lately, I’ve been distracted by many trivial matters, and I haven’t had time to do the things I truly enjoy. Even in my unconscious state, I’ve found myself thinking about many issues. Time management is a crucial skill for achieving great accomplishments. A person’s time in a day is limited, so how to make the most of that limited time to gain the greatest benefit is something worth considering. I set small daily plans for myself, placing high-priority and urgent tasks at the top. I tackle them first and distinguish whether they’re completed or not by using different colors. If an important task isn’t finished, I make sure to find a way to complete it the next day or carve out some time for it. I also use “hidden time” (time that is less visible) to do smaller tasks. This is part of my ti…  ( 7 min )

1.সুমিত সাহা ভাইয়ের সেশন — Unlocking the Invisible Layer: How MCP Servers Help You See WordPress Differently: MCP ব্যবহার করলে আপনার সফটওয়্যার AI ব্যবহার করতে পারে। একরকম REST API-র মতো, কিন্তু AI-এর জন্য। উদাহরণ হিসেবে ধরুন — যদি LinkedIn-এর MCP সার্ভারের সাথে ChatGPT যুক্ত করেন এবং ChatGPT-কে বলেন “WordCamp নিয়ে কোনো পোস্ট চোখে পড়লে কমেন্টে গিয়ে ‘আমিও গিয়েছিলাম’ লিখে আসো”, তাহলে MCP-এর মাধ্যমে LinkedIn সেই কাজটা করতে পারত। WordPress নিজেদের একটা MCP সার্ভার বানিয়েছে (যেটা এখন ডিপ্রিকেটেড, কিন্তু শেখার জন্য দারুণ)। এমনকি তারা MCP adapter নিয়েও কাজ করছে যাতে ভবিষ্যতে আরও উন্নত MCP সাপোর্ট আনা যায়। 2.শাহরিয়ার হাসান ভাইয়ের সেশন — LLM SEO – The Next Frontier of SEO: Google-এর ট্রাফিক কমছে, আর এখন আপনার প্রোডাক্টকে AI-এর উত্তরে নিয়ে আসাটাই দিন দিন বেশি গুরুত্বপূর্ণ হয়ে উঠছে। তাই, আ…  ( 8 min )

Lightweight, tamperproof audit logging without blockchain complexity Talaan Chain provides cryptographically-secured audit trails using hash chaining, distributed validation, and JWT signatures. It's designed for organizations that need blockchain-level integrity without the overhead. Blockchain is powerful but impractical for most organizational use cases: graph TB subgraph "Blockchain Challenges" B1[High Infrastructure Cost $50K-500K+ annually] B2[Slow Performance 3-15 transactions/sec] B3[Complex Setup 6-12 months] B4[Specialized Skills Blockchain developers] B5[Public by Design Limited privacy control] end subgraph "What Organizations Actually Need" N1[Tamperproof Logs] N2[Reasonable Cost] …  ( 12 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang dives into GRM Tools Atelier—a fresh, modular plugin suite he got early access to—showing off its unique global modulation system, versatile audio generators, and processors. He walks through how you can route LFOs and envelopes across multiple modules for wild, evolving textures, and demos everything in action. He wraps up with his final thoughts on why Atelier could be a game-changer for beatmakers and sound designers, plus how to grab it yourself, join his socials, and discover his other plugins, courses, and goodies. Watch on YouTube  ( 6 min )

Indys Blu brings the heartache Fresh from New Orleans, vocalist Indys Blu delivers a stirring take on her single “Saddest Song” for A COLORS SHOW—equal parts raw emotion and poetic reflection. Her soulful performance pulls you into every line, making it a must-watch moment in COLORS’s minimalist studio. Catch more vibes You can stream the full set on COLORS (and follow Indys Blu on TikTok @mrs.indysblu and Instagram @indysblu), dive into curated playlists like ALL COLORS SHOWS, FEEL and MOVE, or tune into the 24/7 COLORS livestream. COLORSxSTUDIOS keeps it simple: spotlighting fresh talent in a clean, distraction-free space. Watch on YouTube  ( 6 min )

Dear Silas, a Mississippi-bred rapper and trumpeter, brings crisp cadences and jazz-infused melodies to his new single “Still Southern Playalistic” on A COLORS SHOW, delivering an electric, minimalist performance that lets his unique sound shine. You can stream the full set, catch him on TikTok and Instagram, and dive into COLORSxSTUDIOS’ 24/7 livestream and curated playlists—all part of a global platform dedicated to spotlighting fresh talent in a stripped-back, visually arresting setting. Watch on YouTube  ( 6 min )

Jorja Smith – With You (Live on KEXP) Jorja Smith delivers a stunning live take on “With You” straight from KEXP’s Seattle studio (recorded August 8, 2025), with Benjamin Totten laying down a soulful guitar line. Host Larry Mizell, Jr. keeps the vibe flowing while audio engineer Kevin Suggs and mastering guru Matt Ogaz make sure every note shines. Behind the scenes, Jim Beckmann leads a crack camera team (with Carlos Cruz, Leah Franks & Luke Knecht) and handles editing duties to bring this intimate performance to your screen. Watch on YouTube  ( 6 min )

Jorja Smith dropped by KEXP’s Seattle studio on August 8, 2025, and tore into a live version of “The Way I Love You,” backed by guitarist Benjamin Totten. The whole session was hosted by Larry Mizell Jr., mixed by Kevin Suggs, and polished off by mastering ace Matt Ogaz. The performance was filmed by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht (with Beckmann editing), and you can catch it on KEXP.org or at JorjaSmith.com. Don’t forget to join the KEXP YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Developers live in IDEs, terminals, and issue trackers—but Microsoft Office can quietly supercharge a lot of engineering workflows. Used well, Word, Excel, PowerPoint, Outlook, and OneNote (plus a bit of Power Automate/Power Query) become low-friction tools for planning, analysis, communication, and operational hygiene. Here are six practical, code-adjacent ways to get real leverage from Office without fighting your toolchain. 1) Excel as a Lightweight Data Workbench Regex-ish cleanup with formulas: TEXTSPLIT, TEXTBEFORE/AFTER, and LET reduce sprawling helper columns. Use FILTER/UNIQUE to isolate suspicious rows (e.g., error codes). Scenario analysis: Sensitize capacity, latency budgets, or cost estimates with Data → What-If Analysis → Data Table. It’s shockingly effective for quick back-o…  ( 10 min )

Jorja Smith turns up the heat on “Try Me” with a live in-studio session at KEXP on August 8, 2025. Backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr., the performance was engineered by Kevin Suggs, mastered by Matt Ogaz, and shot by a camera crew led by Jim Beckmann. Catch the full video at KEXP.org or jorjasmith.com, and join KEXP’s YouTube channel for exclusive perks and behind-the-scenes access. Watch on YouTube  ( 6 min )

Jorja Smith rocked the KEXP studio with a live take on “Be Honest” recorded August 8, 2025. She’s front and center on vocals, backed by Benjamin Totten on guitar, all hosted by Larry Mizell, Jr. with Kevin Suggs handling audio and Matt Ogaz mastering the session. A four-camera crew (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) captured every moment, and Jim Beckmann took on editing duties. For more Jorja goodness head to https://www.jorjasmith.com or dive into KEXP at http://kexp.org. Watch on YouTube  ( 6 min )

Car Seat Headrest just stormed the KEXP studio on August 22, 2025, ripping through a live take of “Gethsemane.” Will Toledo and Ethan Ives double up on vocals and guitars, backed by Andrew Katz on drums (and vocals), Seth Dalby on bass, and Ben Roth on keys. Cheryl Waters hosts, while Kevin Suggs handles the audio and Julian Martlew nails the mastering to keep everything crisp. Cameras roll thanks to Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht, with Scott Holpainen stitching it all together in the edit. Dive into the full session at KEXP.ORG or carseatheadrest.com—and hey, join their YouTube channel for some sweet extra perks! Watch on YouTube  ( 6 min )

Car Seat Headrest stopped by the KEXP studio on August 22, 2025 to unleash a live session of “The Catastrophe (Good Luck With That, Man),” with Will Toledo and Ethan Ives on vocals/guitar, Andrew Katz on drums, Seth Dalby on bass and Ben Roth on keys—hosted by Cheryl Waters and recorded straight to tape. Behind the scenes, Kevin Suggs manned the audio board, Julian Martlew polished the final master, and a four-camera crew (Jim, Carlos, Scott & Luke) captured every angle. Scott Holpainen then stitched it all together. Check out more at carseatheadrest.com, kexp.org, or join their YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP On August 22, 2025, Will Toledo and the gang—Ethan Ives (guitar/vocals), Andrew Katz (drums/vocals), Seth Dalby (bass) and Ben Roth (keys)—took over the KEXP studio to dish out a raw, live rendition of “Planet Desperation.” Expect gritty vocals, punchy drums and that signature indie-rock energy that only CSHT can deliver. Behind the Scenes Cheryl Waters hosted the session while Kevin Suggs manned the soundboard and Julian Martlew polished the final mix. Four camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht) captured every angle before Scott Holpainen stitched it all together. For more goodness, hit up carseatheadrest.com, kexp.org or join the KEXP YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

Kenapa Developer Perlu Belajar SEO? Banyak developer yang fokus banget sama code quality tapi lupa sama SEO. Padahal, project yang bagus tapi gak ada yang nemuin itu percuma. Dengan ngerti SEO, kita bisa: Portfolio website ranking tinggi di Google Side project dapat traffic organik Ngerti technical aspect yang bikin website SEO-friendly Tambah value sebagai full-stack developer Yang harus dipelajari: Perbedaan SSR (Server-Side Rendering) vs CSR (Client-Side Rendering) untuk SEO Cara manage meta tags di React, Vue, Angular Generate XML sitemap otomatis Setup robots.txt yang benar Contoh code: // URL structure yang SEO-friendly // Jangan kayak gini /products?id=123&category=tech // Lebih baik kayak gini /products/tech/javascript-development text Critical metrics: Core Web Vitals (LCP, F…  ( 7 min )

This machine learning algorithm is used to make predictions whether something belongs to a class or not. For example, if a girl has jimmy choo shoes in her closet, is she rich or not? – I'm really dating myself talking about jimmy choo here, there's probably a cooler brand nowadays. In order to make the prediction the Bayes classifier uses a formula called the Bayes Theorem: P(A|B) = (P(B|A) * P(A)) / P(B) P=probability One important fact about the Bayes theorem is that the two events must be dependent of each other, meaning that the girl having jimmy choo shoes means she is really rich or not. from sklearn.naive_bayes import MultinomialNB classifier = MultinomialNB() classifier.fit(has_jimmy_choo_data, is_rich) classifier.predict_proba(has_jimmy_choo)  ( 6 min )

Η ομαδική εργασία αποτελεί βασικό πυλώνα για την επίτευξη υψηλής απόδοσης και την προαγωγή της ευεξίας στον σύγχρονο επαγγελματικό χώρο. Το παρόν κείμενο περιλαμβάνει (9 + 1) βασικές αρχές και προϋποθέσεις συμμετοχής, οι οποίες υποστηρίζουν την αποτελεσματική συνεργασία της ομάδας, ενισχύουν την κουλτούρα βασισμένη σε αξίες και προάγουν τη συνεχή ανάπτυξη τόσο σε ατομικό όσο και σε συλλογικό επίπεδο. Οι προτάσεις αυτές αποτελούν συμπλήρωμα της μεθοδολογίας Scrum, επιδιώκοντας την ομαλή λειτουργία της ομάδας και την αποφυγή της «κοινωνικής λούφας» (social loafing) μέσω ενίσχυσης της ατομικής ευθύνης. Οι αρχές αυτές αποτελούν απόσταγμα των εμπειριών μου από τα τελευταία δέκα χρόνια εργασίας σε διάφορες ομάδες και προορίζονται να λειτουργήσουν ως σημείο προβληματισμού για τη δημιουργία, λειτο…  ( 7 min )

Disclaimer: I am not affiliated with AmpCode in any way. This content is created solely as a user of AmpCode's free mode. Inspired by Thorsten Ball's article on building a Golang agent This article, including all code generation, implementation, and debugging was by Amp Free It’s not that hard to build a fully functioning, code-editing agent. It seems like it would be. When you look at an agent editing files, running commands, wriggling itself out of errors, retrying different strategies - it seems like there has to be a secret behind it. There isn’t. It’s an LLM, a loop, and enough tokens. It’s what we’ve been saying. The rest, the stuff that makes agents so addictive and impressive? Elbow grease. But building a small and yet highly impressive agent doesn’t even require that. You can do i…  ( 13 min )

Introduction Heard of the I Ching/Yijing (易經) but not sure where to start? Think it's just fortune-telling? In this hands-on guide, you'll learn what the I Ching is, how its core building blocks work (爻 line, 卦 Hexagram, 64卦 64 Hexagrams), how changing lines transform a reading, and how to experiment with it using a simple C# console application. Our goal is not to "predict the future," but to learn a classical Chinese way of thinking with nature: observe patterns, act with timing, and reflect. By the end, you'll be able to cast a hexagram, read bilingual guidance, and plug a ready-to-use dataset into your app. The Classic: The I Ching (Book of Changes) is one of the oldest Chinese classics. It encodes how change unfolds in nature and human life using symbols, images, and judgments. Thin…  ( 24 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles Once upon a Friday morning, coffee in hand, the writer peered into the blog and found a tiny bug hiding between the posts. Between mixing posts and capturing PRs, a bug had been created without the writer realizing it. But this is not the tale of that bug, this tale is about a change made after the bug was dealt with when the writer and her faithful helper bot started their quest… ick monster For the last eight or so posts, the writer had forgotten to set a variable that routes articles to their language-specific pages. This bug wasn’t huge, but it still annoyed the writer just the same: new posts appeared on the main mixed-language feed, but not on the English or Portuguese pages. Noticing the is…  ( 9 min )

Have you ever had one of those moments where technology does something unexpected, leaving you both puzzled and intrigued? I recently stumbled upon a bizarre phenomenon that had me double-checking if I had somehow stepped into a parallel universe. I opened a screenshot of a video in Microsoft Paint, and lo and behold, the video was actually playing! I know, it sounds wild—and believe me, I questioned my sanity for a minute. But this little incident got me thinking about the quirks and surprises in tech, and I wanted to share my experience with you. It all started on a lazy Sunday afternoon while I was sifting through my cluttered desktop. I had taken a screenshot of a video clip for a project I was working on. Out of sheer curiosity, I decided to open that screenshot in Paint. What I expec…  ( 8 min )

Choosing the right Tube Ice Machine specifically designed for industrial use is critical because it directly impacts operational efficiency, product quality, and overall profitability in complex environments, such as food processing and seafood distribution. Industrial settings require machines that consistently deliver high-capacity performance under continuous workloads and tight production schedules while meeting strict hygiene and regulatory standards. Operational Efficiency: Industrial tube ice machines are built to produce large volumes of ice continuously, reducing downtime and maximizing output—essential for meeting production targets. Energy Efficiency: These machines incorporate advanced compressors and environmentally friendly refrigerants that significantly lower electricity co…  ( 7 min )

Whether you are writing blog posts, documentation, or cleaning up code snippets. formatting text properly can take longer than expected. Here are three lightweight tools that make text editing and formatting faster, easier, and less distracting: ConvertText.app A clean, ad-free web app that instantly converts any text between uppercase, lowercase, sentence case, and title case — all directly in your browser. No data is sent anywhere. It is 100% client-side, no ads and privacy-friendly. ConvertText.app also includes fun and useful extras like: Morse Code Translator Pig Latin Translator Multilingual interface (23+ languages) Built with Next.js, it is fast, minimal, and works well on mobile. Grammarly For deeper writing improvements, such as grammar, spelling, and tone. Grammarly remains the gold standard. It is heavier than ConvertText.app, but great for final polish. JSON Formatter If you’re a developer, this tool quickly formats or validates structured text and JSON data. Ideal for debugging or cleaning up code snippets. Each tool solves a different problem and combining them creates a smooth workflow: 🧠 Grammarly for correctness, ⚙️ JSON Formatter for structure, 💡 ConvertText.app for quick and clean formatting. Which other small text tools do you use regularly? I am always looking for simple, fast web utilities to feature next.  ( 6 min )

The Problem: Small businesses need marketing automation, but most platforms are either prohibitively expensive, require extensive developer integration, or lack the flexibility to handle complex campaign logic. I wanted to build something that prioritized simplicity and cost-efficiency without sacrificing technical sophistication. So I built it. The Stack: This is a production-grade, fully containerized distributed system with 25+ Docker services: C# / .NET — Message orchestration, delivery pipelines, metrics collection Kafka — Event streaming backbone for every message, event, and retry Postgres — State tracking, user segmentation, delivery rule management Prometheus + Grafana — Real-time observability Redis — Deduplication and transient state caching React + TypeScript — Admin UI for campaign management and flow visualization One command brings up the entire stack. Why Open Source? This codebase got me hired three times, including my last role before the layoffs. The best way to demonstrate distributed systems expertise isn't to describe it in interviews—it's to show the actual implementation. I'm open-sourcing it because I believe transparent technical decision-making creates better engineers. And because infrastructure like this shouldn't be locked behind proprietary platforms. What's Next: Over the coming weeks, I'll be publishing a series diving into the architecture: why I made specific decisions, what tradeoffs I considered, and the reasoning behind the implementation. Not just diagrams and code—the actual thought process. If you're interested in distributed systems, message orchestration, or just want to see how over 25 services work together in production, follow along. P.S. You can check out the full repo here: Nudges on GitHub Star it if you're into this kind of thing—more deep dives coming soon.  ( 7 min )

If you've been anywhere near the world of AI lately, you've probably heard the term RAG — short for Retrieval-Augmented Generation. Sounds fancy, right? But what does it actually mean? And why is it becoming such a big deal? The Problem With “Pure” AI Models Large Language Models (LLMs) like ChatGPT or Gemini are trained on enormous amounts of text — but that training data stops at a certain point. What Is Retrieval-Augmented Generation? RAG is a method that gives AI models real-time access to information. The Retriever is the librarian. The librarian finds the right books, and the storyteller reads them to craft a great, informed response. How It Works (Without the Jargon) Why It Matters RAG fixes one of the biggest weaknesses of LLMs — hallucination (when models make things up). Where RAG Is Used Today Search-enhanced chatbots (like ChatGPT with web browsing) Enterprise assistants (that pull data from internal docs or databases) Customer support bots (that can read FAQs and manuals) Research assistants (that cite academic papers) In short, anywhere you need factual, source-based AI answers, RAG fits right in.... Final Thoughts RAG bridges the gap between static AI models and the dynamic, ever-changing world of data. So next time you hear someone talk about “Retrieval-Augmented Generation,” you can tell them: “Oh yeah — that’s when AI looks stuff up before answering.” Simple as that. Written by [Siddharth hefa, Vedant Tipinis]  ( 7 min )

This drawing originated from a conversation on social media (it is visible a few times at the beginning of the video). Sarah Frisk shared an animated GIF of a cute bunny with a joyful expression while the world burns behind it. And I thought, “Wouldn’t it be cool to draw something like that in CSS?” My cartoon is way off, but an attempt was made… and it was fun! Time-lapse of me live coding some CSS Art. This time, a rabbit bringing chaos: In this cartoon: position: relative and absolute for... well, positioning things... and also to keep some text from flying away (ChaoSS). border-radius: used to create basically all the shapes, from ears to hands, from head to body. clip-path and mask: to add open spaces in the headline and crop the mouth. background: to provide color and shadows for every element. text-shadow: not a super common one for CSS art, in this cased, used to add a border to the text... but then the text ended up over a dark background and didn’t need an outline 😅😓 filter and animation: to create some fake flames and add a shaking motion to the creature (a rabbit?). random(): still unsupported by most browsers, but there’s a fallback so it works fine. It’s used to generate different flame sizes, making the drawing slightly “different” every time it loads. Here's the source code and live demo: (It is not animated by default. To make it move, remove the "no-animated" class... at your own peril) There is a second version of the cartoon that fixes some of the things and adds extra animation while using the @property rule.  ( 7 min )

Chatbots are everywhere — on websites, customer support portals, and even apps like WhatsApp and Telegram. Python, with its simplicity and rich ecosystem, makes building chatbots approachable for beginners while allowing experts to scale and enhance them. In this guide, you’ll learn: What a chatbot is and how it works. How to build a simple chatbot in Python. How to enhance it using AI/ML for advanced functionality. Tips and best practices for production-ready chatbots. A chatbot is a program that can communicate with users using text (or sometimes voice). Chatbots fall into two main categories: Rule-based chatbots – Follow predefined rules and patterns. Simple, predictable, and easy to implement. AI-powered chatbots – Use machine learning or natural language processing (NLP) to understand…  ( 8 min )

A post by member_52432e24  ( 6 min )

Introduction In the rapidly evolving landscape of Retrieval-Augmented Generation (RAG), enterprises are discovering that traditional vector search alone often falls short. While semantic similarity helps find relevant documents, it misses the rich contextual relationships and structured knowledge that exist within enterprise data. Enter Hybrid Graph + Vector RAG—a powerful architecture that combines the semantic understanding of vector embeddings with the relational intelligence of graph databases. In this article, I'll walk you through a production-ready implementation that marries OpenSearch/LanceDB vector embeddings with AWS Neptune graph traversals to achieve superior retrieval precision for enterprise knowledge bases. Traditional RAG systems rely heavily on vector similarity search:…  ( 12 min )

Optimizing Industry-Wide Standardization for Tube Ice Machines Optimizing industry-wide standardization for tube ice machines is critical to enhancing productivity and reducing operational costs in the food processing and distribution sectors. At its core, this standardization involves creating uniform technical and operational guidelines that streamline installation, energy use, ice quality, and machine durability. This approach minimizes inefficiencies and fosters consistent, high-quality ice production necessary for effective cold chain management. Simplify Installation Processes: Standardize plug-and-play connections for utilities to reduce installation time by up to one week, dramatically cutting downtime and deployment complexity. Enhance Energy Efficiency and Space Utilization: …  ( 8 min )

Read the original post here Over the years, I've used countless tools to collect user feedback—Canny, UserJot, and more. I even built a simple open-source feedback widget for Linear earlier this year, which is now used by a few larger companies. And yet, I was never fully satisfied. These tools always felt heavier than they needed to be, requiring too much configuration and offering too little flexibility. That's why I built Vox — a simple, lightweight customer feedback tool designed specifically for solo founders, indie hackers, and small teams. Here's a look at what drove me to build it and what makes it different. Most feedback tools require a lot of manual setup: Open a dashboard Click “New Project” Type a name Copy a snippet of code into your app This might not sound like much, but fo…  ( 7 min )

I've been flying and coding for a while, and always wondered why there's no open, offline-capable ATC system for flight simulators. So I started building one. It's called OpenSquawk — an open-source AI air traffic controller for MSFS and X-Plane. Tech stack: C#/.NET plugin bridge to read/write sim state Node/Nuxt web interface for configuration and debug tools ASR + NLP + TTS pipeline (Whisper + custom intent parser + local voice synthesis) It's early stage but already handles standard phraseology and context-aware clearances. I'm posting this because maybe someone else here is into flight simulation and code — the intersection is surprisingly niche. If that's you, I'd love to compare notes, share architecture ideas, or just nerd out about approach vectors and LLM latency. Repo's here: https://codeberg.org/OpenSquawk/OpenSquawk  ( 6 min )

Diving Deep into Backend Development with Rust and Go: Insights from Web Developer Travis McCracken Hello, fellow developers! I’m Travis McCracken, a passionate web developer with a keen interest in high-performance backend systems. Over the years, I’ve explored various programming languages, but none have captivated me quite like Rust and Go. These two powerful languages are transforming how we build scalable, efficient, and secure APIs. Today, I want to share my experiences, insights, and some fun projects—both real and imaginary—that highlight the strengths of Rust and Go in backend development. In the world of web development, the backend is essentially the backbone that holds everything together. It manages data, business logic, authentication, and communicates with databases and othe…  ( 8 min )

🗣️ Uncover Semantic Depth with Generative AI 🧩 Powered by Semantic Context Infused in Responder Engines 🧭Scope 🛠️ Tools Used 🧬Layered Semantic Flow A visual snapshot of the responder architecture ⚪How SemanticCue v1 Understands Meaning SemanticCue v1 is an evolving custom AI assistant built to understand natural language and apply cosine similarity and magnitude to infer strength in lexical scope, projections in centroid space, Jaccard nuance for deduplication, and glossary safe enrichment. 💡 Version 1 delivers semantic responses through two distinct approaches—each engineered to interpret user queries with precision and domain alignment. 🔷Approach 1 Leverages LLM pipelines to analyze lexical structure, compute cosine similarity for directional alignment, assess magnitude for ve…  ( 10 min )

The enterprise virtualization landscape is undergoing a major transformation. With Broadcom’s acquisition of VMware, many organizations are reevaluating their data center strategies, licensing models, and long-term cloud roadmaps. The new subscription-based pricing and uncertainty around support contracts have led enterprises to explore alternatives. Among the top choices, Amazon Web Services (AWS) stands out as a scalable, flexible, and future-ready platform for running VMware workloads with minimal disruption. Challenges with Broadcom’s VMware Licensing Model Common Use Cases for VMware Migration to AWS Why Organizations Are Migrating Workloads to AWS To-Be Path on AWS Potential levers to Optimize cost while moving to AWS Cloud… Right-size on Cloud • Right EC2 pricing model selection •…  ( 10 min )

There is a first time for everything, I guess When choosing an extreme niche programming language like Elm, you are bound to do more work since many libraries simply don't exist for Elm - yet. But the past years using Elm, I have learned more about how the web actually works than I learned the previous 20 years—and this is why. In the early days I started on the job market, I programmed using C# and Windows Forms. I wasn't involved in web development the first decade or so. When many others were using Ruby on Rails, I was building corporate WPF applications. And for a time, this was fine. But I longed for working with what at least I considered to be the future, so I acquired a role as a web developer. Back then, React was new, and Knockout.js was still a thing. Coming from WPF, I actual…  ( 7 min )

Jorja Smith – “Be Honest” Live on KEXP Jorja Smith dropped into KEXP’s studio on August 8, 2025, for a smooth live take on “Be Honest” with Benjamin Totten laying down guitar. The session was hosted by Larry Mizell Jr., recorded by Kevin Suggs, mastered by Matt Ogaz and captured on camera by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht. Catch the full performance at KEXP.org or on Jorja’s official site, and if you’re craving behind-the-scenes extras, hit “Join” on their YouTube channel for some cool perks! Watch on YouTube  ( 6 min )

In crowded markets, people don’t buy what they don’t notice, and they don’t notice what they don’t trust. One of the fastest ways to earn early trust is to stack verifiable public signals: media mentions, expert quotes, customer proof, and even simple directory entries that show you exist in the real world, which is why a small asset like a public directory listing can punch above its weight when it’s part of a coherent narrative. PR is not a megaphone; it’s a signal system. It aligns what you make, what you say, and what others say about you. The goal is simple: reduce perceived risk for first adopters and for the gatekeepers who amplify you (journalists, analysts, partners). When the signal is consistent and repeated across trusted surfaces, you create inevitable familiarity—the point at…  ( 9 min )

Strong products fail when people don’t understand or trust them; this playbook shows how to build communications into the product itself—an approach echoed by analyses like this perspective, yet it’s broadly applicable to non-crypto launches, from AI tools to consumer apps and industrial SaaS. In other words, communication is not an afterthought; it’s a system that carries value from your roadmap into a user’s lived reality. If the code is the engine, PR is the road. Without the road, even the best engine goes nowhere. The fastest route to adoption is not a louder message but a clearer one. Users adopt what they can explain to themselves and defend to others. That means your public narrative must make three things unambiguous: the problem you solve, how you solve it better than alternative…  ( 10 min )

Why I'm Building My Own Self-Hosted Deployment Platform (And Why You Might Want One Too) Hey fellow developers and self-hosting enthusiasts, If you're anything like me, you've probably felt the pinch of monthly subscription creep for simple deployments. Or maybe you've grown weary of vendor lock-in and the opaque nature of cloud infrastructure. And let's not even start on paying for bandwidth when you've already got a competent server sitting idle. That's why I've embarked on a mission: to build a self-hosted deployment platform – a bit like Netlify or Vercel, but entirely under your control, running on your own hardware. My goal is to create a robust, high-performance, and ultimately free alternative that empowers developers to own their infrastructure truly. Choosing the right technolo…  ( 8 min )

In fast-moving markets where attention is scarce and trust is earned in inches, founders need more than hype to break through; that’s why a broad view of communication trends, as captured in this industry overview, is useful as a starting point—provided you translate it into concrete actions for your specific audience and product. Let’s be blunt: coverage without conversions is theater. PR that matters is built backward from business outcomes—qualified leads, partner interest, hiring pipeline, smoother enterprise procurement—then linked to messages and moments that earn those outcomes. If a proposed announcement can’t be tied to a real decision you need your buyer to make, it’s not an announcement. It’s a distraction. Stories align people faster than any slide deck. But the story has to be…  ( 9 min )

Welcome back to the No BS DevOps: Zero to One series. In our first post, we established the foundation with Linux and networking fundamentals. Now, we're diving into the next essential pillar for any DevOps engineer: version control with Git. Understanding the basic Git workflow is crucial: Working Directory → git add → Staging Area → git commit → Local Repository → git push → Remote Repository The staging area acts as a buffer between your working directory and commits. This allows you to: Review changes before committing Stage only specific files or parts of files Create focused, logical commits # Check status of working directory and staging area git status # View commit history git log git log --oneline --graph # Compact view with branch visualization # Configure Git (do this once…  ( 11 min )

In every young company, there’s a gap between what you build and what people believe about it; bridging that gap is the work of strategic PR, and this concise overview captures the core idea that trust and attention are not byproducts—they’re assets you design for. The sooner your team treats communications as a product discipline, the faster your reputation compounds. If your product delivers value but the market doesn’t recognize it, you don’t have a marketing problem—you have a signal problem. Signals are the public artifacts that help others decide whether to give you their time, data, and money: credible stories, third-party validation, consistent founder messaging, and proof that real people benefit. Treat PR like product work: define the user (journalist, analyst, customer) and thei…  ( 9 min )

Have you ever tried to build a blockchain wallet or an NFT marketplace in PHP and felt like you were wearing lead boots? You’re not alone. PHP remains widely used in production and by a large share of working developers, but cryptographic workloads have traditionally been its kryptonite. Pure-PHP libraries for signing and hashing do the job, but when you need to sign or verify thousands of transactions per second, 100 milliseconds per call is the difference between “Hello, world!” and “Sorry, network timeout.” (The JetBrains Blog) Let’s quantify the pain. A widely used pure-PHP ECDSA (secp256k1) implementation benchmarks at ~90–136 ms per signature and ~100–135 ms per verification. At that rate, a node processing 1,000 TPS would spend ~2–4 minutes computing signatures/verifications for jus…  ( 8 min )

The world's most transformative technology is racing ahead without a referee. Artificial intelligence systems are reshaping finance, healthcare, warfare, and governance at breakneck speed, whilst governments struggle to keep pace with regulation. The absence of coordinated international oversight has created what researchers describe as a regulatory vacuum that would be unthinkable for pharmaceuticals, nuclear power, or financial services. But what would meaningful global AI governance actually look like, and who would be watching the watchers? Walk into any major hospital today and you'll encounter AI systems making decisions about patient care. Browse social media and autonomous systems determine what information reaches your eyes. Apply for a loan and machine learning models assess your…  ( 20 min )

In the competitive food processing and cold chain logistics sectors, sustainable customization in ice production is a key priority. Tube Ice Machines offer a transformative solution by producing uniform, energy-efficient, and customizable ice that meets various operational needs. Tube ice is cylindrical ice with a hollow center, uniform in size, and offers slower melting rates along with easier handling compared to irregular or flake ice. This shape and quality are essential in specialized food processing environments where temperature control, packaging, and product consistency are critical. Sustainability through Consistency and Efficiency: Consistent Ice Quality: The uniform tube shape improves packing density and heat retention, reducing ice loss and helping preserve products better. S…  ( 8 min )

Imagine you're trying to make a decision—like choosing a movie. You ask 100 friends, and each gives you a recommendation based on their own preferences. You then go with the most popular suggestion. That’s the idea behind Random Forests. A Random Forest is a collection of Decision Trees. ✅ How to Check If Random Forests Work for Your Dataset 1. Out-of-Bag (OOB) Score Random Forests leave out some data during training (out-of-bag samples). Code Example: rf = RandomForestClassifier(n_estimators=100, oob_score=True, random_state=42) rf.fit(X_train, y_train) print("OOB Score:", rf.oob_score_) 2. Feature Importance import pandas as pd feature_importances = pd.Series(rf.feature_importances_, index=X.columns).sort_values(ascending=False) print(feature_importances) 3. Accuracy and Classification Report For classification: Accuracy, Precision, Recall, F1-score. Code Example: from sklearn.metrics import accuracy_score, classification_report y_pred = rf.predict(X_test) print("Accuracy:", accuracy_score(y_test, y_pred)) print(classification_report(y_test, y_pred)) 4. Cross-Validation from sklearn.model_selection import cross_val_score cv_scores = cross_val_score(rf, X, y, cv=5) print("CV Scores:", cv_scores) print("Mean CV Score:", cv_scores.mean()) 5. Check for Overfitting Compare training vs. test accuracy. 🔍 Hyperparameter Tuning Key Parameters: Code Example: from sklearn.model_selection import GridSearchCV param_grid = { 'n_estimators': [50, 100, 150], 'max_depth': [None, 5, 10], 'max_features': ['sqrt', 'log2'], 'min_samples_split': [2, 5], 'min_samples_leaf': [1, 2] } grid_search = GridSearchCV(RandomForestClassifier(random_state=42), param_grid, cv=3, n_jobs=-1) grid_search.fit(X_train, y_train) print("Best Parameters:", grid_search.best_params_) print("Best Score:", grid_search.best_score_) 🧬 You’ve decoded this layer — now let’s backpropagate to the next insight. The ML journey continues! 🔍➡️Continuation LOADING...  ( 7 min )

Level Up Your Coding: Build Your Own AI Assistant! Ever feel like you're drowning in code, spending hours debugging tiny errors or struggling to remember the exact syntax for a function? You're not alone! Coding can be tough, but what if you had a personal assistant to help you along the way? The good news is, you can – and you can build it yourself! Let's be real, pre-built AI coding tools are amazing, but building your own has some serious benefits: Personalized Learning: You'll learn a ton about AI, machine learning, and how these technologies can be applied to solve real-world coding problems. Customization: You get to tailor your assistant to your specific needs and coding style. No more wrestling with features you don't need! Deep Understanding: You gain a much deeper underst…  ( 8 min )

I just completed the Backend Wizards Stage 0 task by building a RESTful API that serves profile data with dynamic cat facts! 🚀 What I Built · GET /api/me endpoint returning JSON profile data Tech Stack · C# / ASP.NET Core Web API Key Learnings · ASP.NET Core controller design and routing Example Response: { "status": "success", "user": { "email": "ikechukwugodwin22@gmail.com", "name": "Ikechukwu F. Godwin", "stack": "C#/ASP.NET Web API" }, "timeStamp": "2025-10-15T14:30:45.123Z", "fact": "Cats have whiskers on their front legs too!" } This project solidified my backend fundamentals with ASP.NET Core - from API design to production deployment! 💻  ( 6 min )

TL;DR Andrew Huang gets early access to GRM Tools’ new plugin environment, Atelier, and walks us through its highlights: global spectral/granular controls, a deep, flexible modulation matrix, plus built-in audio generators and processors. The video is neatly chopped into chapters—intro & background, unique global features, groundbreaking modulation, audio generators/processors, and final thoughts—so you can dive in exactly where you want. Watch on YouTube  ( 6 min )

Indys Blu taps into raw heartbreak on A COLORS SHOW, delivering a soulful, stripped-back take on her single “Saddest Song.” Hailing from New Orleans, she weaves poetic reflections and aching vocals over a minimalist backdrop that lets every note breathe. Want more? Stream the full show, follow Indys Blu on TikTok and Instagram, and dive into COLORS’ 24/7 livestream or curated playlists to uncover fresh, boundary-pushing talent from around the globe. Watch on YouTube  ( 6 min )

Dear Silas brings his Mississippi-grown flair to a slick COLORS session, tearing through his latest single “Still Southern Playalistic” with razor-sharp rap flows and jazz-laden trumpet bursts. The stripped-back set lets his crisp cadence and melodic chops shine, giving the track maximum impact. Dive in via the stream, follow Dear Silas on TikTok and Instagram, and explore COLORS’ 24/7 livestream, curated playlists, and socials for more cutting-edge performances. Watch on YouTube  ( 6 min )

Jorja Smith dropped into the KEXP studio on August 8, 2025, to deliver a stripped-down live take of “With You,” backed by Benjamin Totten’s warm guitar riffs. Larry Mizell Jr. steered the host duties while Kevin Suggs handled audio, Matt Ogaz polished the mastering, and a camera squad led by Jim Beckmann captured all the magic. For more tunes and behind-the-scenes goodies, head to jorjasmith.com or kexp.org—and don’t forget to join KEXP’s YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Jorja Smith – The Way I Love You (Live on KEXP) Jorja Smith stopped by the KEXP studio on August 8, 2025, to belt out a heartfelt rendition of “The Way I Love You.” She’s backed by guitarist Benjamin Totten and guided through the session by host Larry Mizell Jr., capturing every nuance in a stripped-down, intimate setting. Behind the scenes, Kevin Suggs handled audio engineering, Matt Ogaz took care of mastering, and a crew of Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht manned the cameras (with Beckmann also on editing). Dive deeper at jorjasmith.com or kexp.org, and consider joining the channel for extra perks! Watch on YouTube  ( 6 min )

Jorja Smith dropped by KEXP’s Seattle studio on August 8, 2025 for a stripped-down, live take of Try Me. Backed by Benjamin Totten’s tasteful guitar licks and hosted by the ever-chill Larry Mizell Jr., this session captures the raw soul and chemistry that make Jorja’s vocals shine. Behind the scenes, Kevin Suggs handled audio engineering, Matt Ogaz mastered the track, and a camera crew led by Jim Beckmann (with Carlos Cruz, Leah Franks & Luke Knecht) made sure every moment was on point. Dive deeper at https://www.jorjasmith.com or http://kexp.org, and don’t forget to join KEXP’s channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith delivers a soulful, stripped-down take on “Be Honest” live in the KEXP studio (recorded August 8, 2025), backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr. Audio pros Kevin Suggs and Matt Ogaz nail the sound, while Jim Beckmann and the camera crew capture every moment. Dive into the full performance at KEXP.org or jorjasmith.com, and snag extra perks by joining KEXP’s YouTube channel! Watch on YouTube  ( 6 min )

Car Seat Headrest – “Gethsemane” Live on KEXP Car Seat Headrest rolled into the KEXP studio on August 22, 2025, to lay down a raw, intimate take on “Gethsemane.” Frontman Will Toledo (vocals, guitar) is joined by Ethan Ives (vocals, guitar), Andrew Katz (drums, vocals), Seth Dalby (bass) and Ben Roth (keys) for a tight, spirited performance. Hosted by Cheryl Waters and captured by a crack team of engineers (audio by Kevin Suggs, mastering by Julian Martlew) and camera crews, the session brings fresh energy to one of the band’s standout tracks. For more, hit up carseatheadrest.com or swing by kexp.org. Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP Car Seat Headrest rocked the KEXP studio on August 22, 2025, with a fiery take on “The Catastrophe (Good Luck With That, Man).” Will Toledo leads the charge on vocals and guitar alongside Ethan Ives (guitar/vocals), Andrew Katz (drums/vocals), Seth Dalby (bass) and Ben Roth (keys), all expertly captured by host Cheryl Waters and audio engineer Kevin Suggs. For more sessions and perks, head to kexp.org or carseatheadrest.com—and consider joining the KEXP YouTube channel for behind-the-scenes goodies! Watch on YouTube  ( 6 min )

Car Seat Headrest stopped by KEXP on August 22, 2025 to deliver a fiery live take on “Planet Desperation,” with Will Toledo and Ethan Ives shredding on guitars (and vocals), Andrew Katz on drums, Seth Dalby on bass and Ben Roth on keys. Hosted by Cheryl Waters and captured by an ace crew—audio engineer Kevin Suggs, mastering by Julian Martlew, cameras by Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht, and edited by Scott Holpainen—it’s a raw studio session that’s as tight as it is electrifying. Want more? Hit up https://www.carseatheadrest.com and http://kexp.org for the full scoop, or join the YouTube channel for perks: https://www.youtube.com/channel/UC3I2GFN_F8WudD_2jUZbojA/join Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

Masashi Hamauzu’s signature harmony centers around a “Sus Chord Slash Chord” that layers rich, colorful textures. This tutorial breaks down that trick alongside other lush voicings—minor 11ths, major 13ths, Maj7#11s, and first-inversion major 2nds—so you can start writing those gorgeous, cinematic chords yourself. You’ll also get a quick intro to Hamauzu’s background and hit the key timestamps for each chord type, then see how they all lock together in a final demo that screams classic game-music flair. Watch on YouTube  ( 6 min )

🚀 #HNG13 Stage 0 Task Completed! This week, I built and deployed a simple yet dynamic Express.js API as part of the HNG Internship. My personal details (from a predefined object), A timestamp, and A random cat fact fetched from a public API 🐱. Even though it sounds simple, the process was a great refresher on how real-world APIs are structured, tested, and deployed. 🧠 What I Did 1️⃣ Setting Up the Project npm init -y npm install express axios dotenv 2️⃣ Writing the Server Code Sends my user details and the current timestamp. Fetches a cat fact from an API. If the API fails, it returns a fallback message: This taught me how to handle API errors gracefully — something developers face often. 3️⃣ Environment Setup PORT=3000 and added .gitignore to ensure sensitive files aren’t pushed to GitHub: node_modules .env 4️⃣ Deployment on Railway Connected my GitHub repo Set the environment variable PORT = 3000 Clicked Deploy! Within seconds, my Express API was live at: https://hng13-stage0-backend-production.up.railway.app https://hng13-stage0-backend-production.up.railway.app/me 🧩 What I Learned This task taught me: The importance of clean and readable API responses. How to use environment variables for secure configuration. How to deploy Express applications to production using Railway. How to log and handle errors gracefully without breaking the API. I also had to pay close attention to my file structure/naming and what is in my package.json It’s amazing how such a small task can sharpen so many essential backend skills!  ( 7 min )

I started my career like most developers — building websites, dashboards, and backend systems. But over time, I realized that shipping features isn’t the same as building impact. I don’t want to write code that just runs, I want to build systems that think, sense, and adapt. I’m now actively transitioning from traditional web development into AI + IoT + Edge Intelligence, with a focus on building smart, real time systems that interact with the physical world — not just the browser. My background is in backend engineering (PHP/Laravel + JavaScript), and I’m expanding into intelligent edge computing as part of my upcoming research based thesis. I want to bridge the gap between software logic and real world behavior, where data isn’t stored — it acts. I am also the co-founder of End Brackets, where we’re exploring how modern web engineering can evolve into intelligent systems engineering. This shift is not just a skill upgrade — it’s a new direction for what I want to build, research, and eventually publish. This is the beginning of my journey toward becoming an AI driven IoT systems engineer. I’ll be documenting each step here, from learning tools and architecture to prototyping real deployments and preparing for research publication. If you’re also working on AI, IoT, or edge intelligence — let’s connect. The future is not just cloud-based; it’s intelligent at the edge.  ( 6 min )

Introducing the Smart TV A comprehensive guide to creating professional Smart TV applications with React and TypeScript If you're building Smart TV apps, you need to check out the Smart TV — a comprehensive monorepo with everything you need to build professional streaming apps. It includes a powerful video player, data fetching utilities, and a CLI to get started in seconds. All open-source and ready to use! Let me paint you a picture: You're a developer tasked with building a streaming app for Smart TVs. Sounds exciting, right? Until you realize... 🎮 Navigation is completely different — Users navigate with remote controls, not mice or touchscreens 📱 Multiple platforms — Samsung Tizen, LG webOS, Fire TV... each with quirks 🎬 Video playback is complex — Adaptive streaming, DRM, subtitl…  ( 10 min )

SAP has said it will discontinue support for on-premise Hybris in July 2026, so companies relying on Hybris will need to plan their transition. Simplified migration steps (with modern tech focus) Inventory everything in your Hybris setup: custom code, modules, integrations with ERP/CRM, data schemas, and frontend logic. Identify which parts are essential (core functions) and which are leftover “technical debt.” This audit helps you identify what’s worth migrating, what needs to be rebuilt, and what can be discarded. 2. Define scope and strategy Big bang / full cutover — switch everything over at once (fast but risky). Phased migration — move in stages (less risky, more controlled). Incremental/hybrid approach — mix of old and new components, use API gateway or middleware for gradual chan…  ( 8 min )

Hello everyone 👋 Day 6 was all about getting hands-on with HTML basics. fun! 😄 Not a Programming Language Let’s clear this right now 👉 HTML is NOT a programming language. HTML stands for HyperText Markup Language, and that’s why it uses angle brackets — it’s used to mark up content, not program logic. Every HTML file starts with a boilerplate — basically the skeleton of the page. Here’s what it includes: → tells the browser this is an HTML5 document. → wraps the entire page. Inside, we have and . 👉 Quick VS Code Shortcut: Shift + ! and hit Enter/Tab → Boom 💥 a full HTML boilerplate appears automatically! (No need to write it manually.) 📸 Press enter or click to view image in full size vs This confused me earlier, but now it’s…  ( 8 min )

Cómo la Nueva Estructura de Carpetas lo Cambia Todo Si no has actualizado a la versión 20, la primera y segunda parte de esta guía te pueden ayudar a comprender qué cambia y actualizar. Parte 1: La actualización en Sí Misma 🛠️ Primero, resolvamos lo básico. Antes de ejecutar cualquier comando, asegúrate de que tu entorno esté listo. Prerrequisitos Node.js: v20.11.1 o posterior. TypeScript: v5.8 o posterior. **Copia de seguridad del proyecto: Asegúrate de confirmar todos tus cambios actuales en Git. En serio. El Comando de Actualización Una vez que hayas confirmado tu versión de Node.js, ejecuta el comando que se ajuste a tu proyecto. Para un proyecto estándar de Angular: ng update @angular/cli @angular/core Si utilizas Angular Material: ng update @angular/cli @angular/core @angular/m…  ( 10 min )

L'outil Wireshark : Analyseur de Protocoles Réseau pour une Cybersécurité Efficace S'assurer de la sécurité des données et des réseaux est devenu une priorité absolue pour les entreprises et les organisations à l'ère numérique. Les cyberattaques sont de plus en plus sophistiquées, mettant en péril la confidentialité et l'intégrité des informations sensibles. C'est pourquoi l'utilisation d'outils de cybersécurité modernes est essentielle pour détecter, prévenir et contrer les menaces potentielles. Parmi ces outils, Wireshark se distingue comme un puissant analyseur de protocoles réseau, offrant une visibilité inestimable sur le trafic réseau et les communications. Wireshark, anciennement connu sous le nom d'Ethereal, est un logiciel open-source largement utilisé dans le domaine de la cybe…  ( 8 min )

Hey everyone, it's been a while since we've posted any news. We're working on the website and updating the documentation. We're also thinking about making a small demo with a car if we can get it done in a short time! motionengine #devlog #game #development #motion  ( 6 min )

A single ESLint error took me on an unexpected journey into the heart of the React Compiler this week. It was a powerful reminder that there's a deep story behind every rule. Here’s what I learned. 👇 The Problem The Investigation The "Aha!" Moment 💡 The Takeaway My biggest takeaway wasn't just about compilers, but about appreciating the "why" behind the Rules of Hooks. What seems like a simple linting error is often a carefully designed safeguard built on years of experience by the React team. It was a humbling and incredibly valuable deep dive! hashtag#ReactJS hashtag#WebDevelopment hashtag#OpenSource hashtag#JavaScript hashtag#LearnInPublic  ( 6 min )

Have you ever envisioned a dedicated online space for your passion or project, a digital commons built to serve its members rather than advertisers? The exodus from the walled gardens of mainstream social media is no longer a niche desire; it’s a strategic necessity for creators seeking true ownership. What if you could launch your own fully-owned, sovereign, and decentralized social network not in months, but in the time it takes to read this paragraph? The future of community-building has arrived. This paradigm shift is made possible by platforms like web4.community and a new model called "Social Networks as a Service" (SNaaS), turning a simple idea into a functional digital community with revolutionary speed. 👉 Build Your Social Network NOW: https://web4.community The most critical par…  ( 9 min )

On linux based some commands that you install without root like brew packages and you sometimes need to run them with sudo for that, I made this script #!/bin/bash secure_path=("/usr/local/sbin" "/usr/local/bin" "/usr/sbin" "/usr/bin" "/sbin/bin" "/snap/bin") # snap for ubuntu based if [[ ! $(which $1) ]]; then $@ # if does not exist, run them and get error of command not exist and get exit 1 exit 1 # just in case program moves to next line, exit 1 fi global_found= # some would say just do sudo $@ but what if after exitting the app/command, it return a non-0 status? so we better do this for item in "${secure_path[@]}"; do # if found stop if [[ $(which $1) == $item/$1 ]]; then echo exist $item/$1 global_found=1 break fi done if [[ ! $global_found ]]; then sudo -E $(which $1) $(echo $@ | sed 's/'$1' //') # trim 1st argument of our script else sudo $@ # $@ means all bash script arguments fi  ( 6 min )

Building My First RESTful API: Backend Wizards Stage 0 Journey 🚀 A complete walkthrough of building a dynamic profile endpoint with Java and Spring Boot The Challenge Why Java and Spring Boot? Architecture Overview Implementation Journey Key Learnings Challenges Faced Testing & Deployment Conclusion Backend Wizards Stage 0 presented an interesting task: build a RESTful API endpoint that combines static user profile data with dynamic external API integration. The requirements were clear: Endpoint: GET /me Response: JSON with user info, timestamp, and cat fact External API: Fetch fresh cat facts from catfact.ninja Dynamic Data: New timestamp and cat fact on every request Error Handling: Graceful fallbacks for API failures Here's what the response should look like: { "status": "success…  ( 8 min )

TL;DR (for busy leaders & builders) Why now: DORA took effect on Jan 17, 2025 and regulators worldwide are maturing cyber policy. Translation: resilience is a business mandate, not a security afterthought. What changes: Tighter incident reporting windows, third-party/vendor accountability, supply-chain governance, and proof of operational resilience—with real evidence. How to win: Ship automation for asset inventory, SBOM, config hardening, vendor risk scoring, incident simulations, and restore drills. Tie these to your risk register and board reporting. Quick start: Run an external snapshot of your site/app with our free Website Vulnerability Scanner and fold the results into your risk backlog. Pentest Testing Corp Blog • Risk Assessment Services • Remediation Services • Free Website…  ( 10 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang takes us on an early-access tour of GRM Tools Atelier, highlighting its intuitive global controls, groundbreaking modulation matrix, and hybrid audio generators/processors that make this plugin feel like both a modular synth and an effect powerhouse. He walks through each section in detail—from the big-picture workflow down to the nitty-gritty of routing—showing why Atelier could become a staple in your toolkit. Along the way, he thanks the GRM team for the invite, and sprinkles in calls to subscribe, join his Discord and Patreon, and check out his own plugin, book, course, and gear picks via affiliate links. Handy chapter markers guide you to the intro, feature overview, modulation deep-dive, audio tools showcase, and final thoughts. Watch on YouTube  ( 6 min )

Indys Blu, a New Orleans vocalist, pours raw heartbreak and poetic flair into her stirring performance of “Saddest Song” on A COLORS SHOW. With a stripped-back stage and intimate vibes, she turns personal pain into an unforgettable sonic moment. A COLORS SHOW prides itself on its minimalist aesthetic and global talent spotlight—think 24/7 livestreams, curated playlists, and easy-going vibes. Keep up with Indys Blu and COLORS on socials for more fresh drops and live sessions. Watch on YouTube  ( 6 min )

Dear Silas, Mississippi-born rapper and trumpeter, just lit up COLORS Studio with a vibe-heavy take on his latest single, “Still Southern Playalistic,” blending slick rhymes and jazz-tinged melodies that demand repeat listens. True to form, COLORSxSTUDIOS keeps the setup raw and minimal—no distractions, just pure artistry. Dive into the 24/7 livestream, explore their curated playlists, and follow Dear Silas on TikTok and Instagram to keep the good times rolling. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” (Live on KEXP) Jorja Smith drops a soulful live take of “With You” straight from the KEXP studio (recorded August 8, 2025), backed by Benjamin Totten’s guitar chops. Larry Mizell Jr. guides the session while Kevin Suggs handles audio engineering and Matt Ogaz nails the mastering. Cameras roll with Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht directing the visual vibe, and Jim Beckmann stitching it all together in the edit bay. Want more? Cruise over to jorjasmith.com or kexp.org, and don’t forget to join the YouTube channel for exclusive perks and behind-the-scenes access! Watch on YouTube  ( 6 min )

Jorja Smith’s “The Way I Love You” Live on KEXP Jorja Smith delivers a raw, intimate take on “The Way I Love You” straight from the KEXP studio, recorded August 8, 2025, with Benjamin Totten laying down guitar and Larry Mizell Jr. on hosting duties. Audio engineer Kevin Suggs and mastering whiz Matt Ogaz keep the sound crisp, while a four-camera crew (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) captures every moment—catch it now on KEXP’s YouTube channel! Watch on YouTube  ( 6 min )

Catch Jorja Smith bringing her soulful vibes to KEXP’s live studio with a fresh take on “Try Me,” laid down on August 8, 2025. She’s backed by guitarist Benjamin Totten, hosted by Larry Mizell Jr., and sonically crafted by audio engineer Kevin Suggs and mastering guru Matt Ogaz. A crack team of cameras (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) plus editor Jim Beckmann make sure you don’t miss a beat. Dive in at KEXP.org or jorjasmith.com, and consider joining KEXP’s YouTube channel for sweet perks! Watch on YouTube  ( 6 min )

Jorja Smith rocked the KEXP studio on August 8, 2025, with a live take on her hit “Be Honest,” backed by guitarist Benjamin Totten. Host Larry Mizell Jr. kept the vibes flowing, while Kevin Suggs handled the audio engineering and Matt Ogaz polished the final master. Behind the scenes, cameras rolled under Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht, with Beckmann also editing the footage. For more from Jorja, head to jorjasmith.com, or dive into KEXP magic at kexp.org. Watch on YouTube  ( 6 min )

Car Seat Headrest – “Gethsemane” Live on KEXP Indie rock stalwarts Car Seat Headrest took over KEXP’s studio on August 22, 2025, for a raw, high-energy performance of “Gethsemane.” Fronted by Will Toledo (vocals, guitar) and backed by Ethan Ives (vocals, guitar), Andrew Katz (drums, vocals), Seth Dalby (bass) and Ben Roth (keys), the band delivers their signature blend of introspective lyrics and driving instrumentation. Hosted by Cheryl Waters, engineered by Kevin Suggs with mastering by Julian Martlew, and captured on camera by Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht (edited by Holpainen), this session is a must-watch for any Car Seat Headrest fan. For more, hit up carseatheadrest.com or kexp.org—and if you’re feeling generous, join the channel for extra perks! Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP Car Seat Headrest tore into “The Catastrophe (Good Luck With That, Man)” during a live session at KEXP on August 22, 2025. Fronted by Will Toledo (vocals/guitar) and backed by Ethan Ives (vocals/guitar), Andrew Katz (drums/vocals), Seth Dalby (bass) and Ben Roth (keys), the band delivered a raw, melodic blast straight from the studio. Cheryl Waters kept the vibes flowing as host, while Kevin Suggs handled the audio magic and Julian Martlew polished the final master. On the visual front, cameras rolled thanks to Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht, with Holpainen also taking the edit reins. Dive deeper at carseatheadrest.com or kexp.org—and don’t forget to join the KEXP YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Car Seat Headrest – “Planet Desperation” Live on KEXP Car Seat Headrest rolled into the KEXP studio on August 22, 2025, and ripped through a raw, electrifying take on “Planet Desperation.” With Will Toledo and Ethan Ives trading vocals and guitars, Seth Dalby on bass, Andrew Katz on drums (and backing vocals) and Ben Roth on keys, it’s a snapshot of the band at full tilt. Hosted by Cheryl Waters, engineered by Kevin Suggs and mastered by Julian Martlew, the session was filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht, then shaped into a slick edit by Holpainen. Catch more from Car Seat Headrest at carseatheadrest.com or dive into KEXP’s YouTube channel for perks and live-session gold. Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

DevSecOps CI/CD Project Project goal: Build a full DevSecOps pipeline that builds, scans, pushes and deploys a Flask app using Docker, stores images in AWS ECR, provisions infrastructure with Terraform, configures servers with Ansible, secures pipeline with Trivy & Ansible Vault, and monitors with Prometheus + Grafana. This README documents everything you used and every step needed to reproduce, maintain and secure the workflow. Project overview & architecture Folder structure (recommended) Prerequisites (local & cloud) Terraform — provision EC2 + IAM + security groups (step-by-step) Ansible — configure servers & deploy containers (roles & playbooks) Jenkins pipeline — build, scan, push, deploy (Jenkinsfile) Security: Trivy, SonarQube (optional), Ansible Vault, Jenkins credentials, IAM …  ( 12 min )

Observability vs. Monitoring: A Deep Dive In the complex landscape of modern software development and operations, ensuring system health and performance is paramount. Traditionally, monitoring has been the cornerstone of this endeavor, providing insights into pre-defined metrics and alerting teams to known issues. However, as systems have evolved into highly distributed, microservices-based architectures, the limitations of traditional monitoring have become increasingly apparent. This has paved the way for observability, a more holistic and proactive approach to understanding system behavior, especially in the face of unforeseen problems. This article will delve into the nuances of observability and monitoring, exploring their definitions, prerequisites, advantages, disadvantages, key …  ( 10 min )

Facing the challenge of migrating a legacy AngularJS application to modern Angular? You're not alone. This upgrade is a critical step for improving performance, maintainability, and security, but it often feels like a complex undertaking. The good news is that with a structured plan, it's an achievable goal. This comprehensive guide will walk you through the entire migration process, highlighting best practices and offering practical tips to ensure a successful and seamless transition to the latest version of Angular. Before diving into the "how," let's talk about the "why." Why go through all this effort? The business case is surprisingly strong. Our old AngularJS app was becoming a bottleneck. It was slow, hard to maintain, and finding developers who were excited to work on a legacy fra…  ( 10 min )

Component Fundamentals with JavaScript Frameworks On day 26, I review the code of AlertBar component and spot two improvements to make it cleaner. The component has a static label and a select element that two-way bind to the AlertList component. It can be extracted to a AlertDropdown component. The AlertList and AlertBar components have logic to manage the state of the closedNotifications ref. The logic and the ref can be encapsulated in a state management solution. Framework State Management Vue Composable Angular Service Svelte $state in Store type Props = { label: string items: { value: string, text: string }[] } const { label, items } = defineProps() const selectedValue = defineModel('selectedValue') <templa…  ( 15 min )

The birth of AI chatbots magicked me into a universe of self creation I could, up to now, find only in distant sci fi worlds. Prose became my Javascript and I swam deep in the ocean of natural language to find my muse. But inspiration isn’t enough — I had to translate wonder into working code. So, in the last month or so, I've created many Chatbots exploring how an API works. I barely knew this acronym yet now it became my midwife to access the different AI models. I had to learn that each AI vendor builds their API just different enough that your code will break and break till the point that you are almost breaking until you learn exactly the semantics of each API call. Refactoring an API call is a hidden rock that will surely sink any ship if not carefully managed. I briefly expl…  ( 8 min )

PGI is a PHP library that provides ready-to-use integrations for multiple payment gateways. Installation is super-easy via Composer composer require lazervel/pgi OR: Click to Browse package Razorpay Integration Start accepting domestic and international payments from customers on your website using the Razorpay Payment Gateway. Razorpay has developed the Standard Checkout method and manages it. You can configure payment methods, orders, company logo and also select custom colour based on your convenience. Razorpay supports these payment methods and international currencies. use Lazervel\PGI\Razorpay; require 'vendor/autoload.php'; $rzp = new Razorpay; In the sample app, the index.php file contains the code for order creation using Orders API. $rzp->order([ 'amount' => 50, // In Rupees [required] 'currency', // default INR [optional] 'notes' // default empty [] [optional] ]); // Error Handling $rzp->then(function($response) { print_r($response); })->catch(function($err) { die($err); }); This is a mandatory step that allows you to confirm the authenticity of the details returned to the checkout for successful payments. $orderId = $_SESSION['razorpay_order_id']; // Where you stored $paymentId = $_SESSION['razorpay_payment_id']; // Where you stored $signature = $_SESSION['razorpay_signature']; // Where you stored // All parameter is required $rzp->verifySignature($orderId, $paymentId, $signature); // Error Handling $rzp->then(function($payment) { // Success payment print_r($payment); })->catch(function($err) { // Failed payment die($err); }); Licensed Under MIT Copyright (c) 2025 Indian Modassir Pull requests are welcome! For major changes, please open an issue first to discuss what you would like to change. Report issue and send Pull Request in the main Lazervel repository  ( 7 min )

The Building Blocks of Python Imagine you just moved into a new home. That’s exactly what variables do in Python! name = "Fatima" age = 37 is_student = True Here, name is a box containing text (called a string) age is a box containing a number (called an integer) is_student is a box that holds a True/False value (called a boolean) So simple, right? Python does the heavy lifting — you just label your data smartly. But Wait… Think of data types as the nature of the thing inside the box. If your “box” has: 🍎 Fruits → that’s like string data ("Apple", "Mango") 🔢 Numbers → that’s int or float ✅ True/False answers → that’s boolean 📦 Collections of many items → that’s list, tuple, or dictionary Python automatically understands the type of data you store — just like how you know what’s inside a box by reading its label. If variables are the memory of your program, Without them, Python wouldn’t know how to perform actions like adding numbers or joining words. Imagine ordering online: Your name is a string Your age (for verification) is an integer The order status (“Delivered” or “Pending”) is a boolean Your cart items are stored in a list Python handles all this just like a delivery system — perfectly organizing data into types it understands. Try this now 👇 city = "Lahore" temperature = 26.5 is_raining = False Now, print each one and guess its data type! In the next post, we’ll talk about Operators in Python — Stay tuned 💻 Follow this Python series step by step and build your programming confidence  ( 7 min )

It's just matrices Vector embeddings serve a very important piece in technology today, as their application is so useful, as they capture You've used them before Netflix/Spotify uses it for their recommendation systems (because you watched X...) Duplicate detection Retrieval Augmented Generation (RAG) systems, retreive relevant text from a corpora Content moderation Question Answering, match the intent, not just keywords (How do i reset password -> Forgot login credentials) Turn text into numbers in high-dimensional space. More dimensions = more detail about meaning. MiniLM uses 384. Bigger models go to 1024+, but cost more compute and memory. This is how computers know "doctor" and "physician" mean the same thing despite sharing zero letters. → Live Interactive Demo Neural networks lea…  ( 7 min )

Welcome to part two of “Zero to SaaS in 14 Days” — my real-world series where I tackle building, launching, and documenting a SaaS product in just two weeks. In part one, I built a Subscription Tracker from scratch, fighting through deadline pressure and momentum swings to deliver a working MVP. Now the adventure ramps up. This time, I’m deep-diving into the creation of a job application tracker, an idea sparked by my own battle with cluttered notes, endless follow-ups, and missed opportunities. As a senior Angular developer, I wanted to combine speed, best practices, and a little bit of chaos — all while learning fast and delivering faster. Get ready for practical decisions, unconventional Angular tips, and a front-row seat to the drama and satisfaction of solo SaaS building. Whether you …  ( 13 min )

A Java Learning Roadmap: From Basics to Spring Boot for Beginners Dimagi Sihilel ・ Mar 14 #java #oop #springboot #tutorial  ( 5 min )

Energy Efficiency: The Cornerstone of Optimal Performance in Tube Ice Machines Energy efficiency is fundamental to achieving optimal performance in tube ice machines, directly affecting operational costs, ice consistency, and equipment lifespan. For professionals managing cold storage and ice production, understanding the crucial role of energy efficiency is essential to maximize productivity and reduce waste. Lower Operating Costs: Efficient energy use significantly reduces electricity bills, which constitute the largest operational cost in ice production, allowing enterprises to reallocate budgets toward growth initiatives. Consistent Ice Integrity: Stable temperature control yields durable, uniform tube ice. This consistency is vital for preserving ice integrity during processing, pac…  ( 7 min )

Article 2: 📘 Start Live Trading or Paper Trading? Freqtrade trade Command Explained The freqtrade trade command is the core command for starting live or simulated trading bots, and it's the key step for implementing automated trading. This article will guide you through understanding the usage, common parameters, configuration tips, and Docker-based startup methods of the trade command. It's suitable for those preparing for live deployment or who have just completed strategy backtesting. 👉 Click to visit: https://www.itrade.icu Freqtrade Basics Tutorials, Strategy Practice, Indicator Analysis, and more rich content to help you easily master quantitative trading skills! freqtrade trade \ --config user_data/config.json \ --strategy MyStrategy \ --dry-run Parameter Explanation --co…  ( 8 min )

Bicep was created with a single goal: to simplify Azure resource deployment. Instead of writing verbose JSON, Bicep gives us a cleaner, more concise way to define infrastructure. But here’s the catch: like most Infrastructure as Code (IaC) tools, Bicep traditionally only deploys Azure resources. Modern deployments often require more than that; they need configuration tasks, data plane actions, or external integrations. The result? You end up gluing together multiple scripts in your pipeline, breaking the IaC promise of having a single source of truth. This is the purpose of Extension in Bicep. Extension is about doing things beyond the Azure Resource Manager. How does it work? When a Bicep template is published, the Azure Resource Manager API determines if a resource coded in the template …  ( 8 min )

Table of Contents 1. Overview: Key Architectural Differences 2. Isolation Levels and Concurrency Control 3. MVCC and Transaction Isolation 4. SERIALIZABLE Isolation: Pessimistic vs Optimistic Strategies Transaction processing reveals fundamental architectural differences between MySQL and PostgreSQL. MySQL prioritizes performance and predictability through pessimistic locking. PostgreSQL prioritizes consistency and concurrency through optimistic conflict detection. Understanding these differences will help you write better applications and avoid subtle data integrity issues. This section provides a high-level comparison of how MySQL and PostgreSQL handle transactions. We'll cover three fundamental areas where they differ: ACID compliance, default isolation levels, and MVCC implementatio…  ( 15 min )

We’ve all been there — you run your code confidently, only to see a red wall of error messages screaming back at you. But here’s the secret 👉 those errors aren’t your enemies — they’re your teachers. In this article, we’ll decode 5 of the most common errors, understand what they mean, why they happen, and how to fix them — so next time you debug, you do it like a pro 🔍 Your code tries to use a variable before it has been defined. print(name) # 'name' is not defined NameError: name 'name' is not defined name = "Rohan" print(name) Use print() to check variables: print(locals()) Your code breaks Python’s grammar rules — missing colons, wrong indentation, etc. def greet() print("Hello") SyntaxError: expected ':' def greet(): print("Hello") Use an IDE or linter (like flake8 or…  ( 7 min )

Beautiful New Music Making Environment! (GRM Atelier) Andrew Huang dives into GRM Tools’ Atelier—a fresh, modular playground for sound designers and producers. He walks through its unique global controls (0:57), showcases a mind-blowing modulation system (5:24), and explores its rich library of audio generators and processors (10:34), all while sharing his first impressions and final thoughts (16:31). Big thanks to GRM for the early access and for incorporating Andrew’s feedback into the plugin. Expect an informal tour of Atelier’s standout features, plus a few bonus resources (socials, plugins, courses) sprinkled throughout. Watch on YouTube  ( 6 min )

Nono La Grinta, the Paris-based rapper, brings raw energy and razor-sharp delivery to his uncompromising performance of “LOVE YOU” on A COLORS SHOW, giving us a sneak peek at his forthcoming debut project. Every bar lands with precision and grit against COLORS’ signature minimalist backdrop. Stream the full video, then catch Nono on TikTok and Instagram for more behind-the-scenes vibes. If you’re hooked on the COLORS universe, dive into their 24/7 livestream, curated playlists, and all the effortless cool they serve up. Watch on YouTube  ( 6 min )

New Orleans vocalist Indys Blu takes centerstage on A COLORS SHOW with a stirring, poetic performance of her single “Saddest Song,” weaving raw heartbreak into every note. Stream the track, catch her on TikTok and Instagram, and explore COLORSxSTUDIOS’ minimalistic vibe through curated playlists, a 24/7 livestream, and fresh picks spotlighting standout global talent. Watch on YouTube  ( 6 min )

Mississippi native Dear Silas fuses crisp rap cadences with jazz-infused trumpet melodies in an electrifying COLORS performance of his latest single, “Still Southern Playalistic.” Catch the vibe on A COLORS SHOW, stream the track, and follow him on TikTok and Instagram. While you’re at it, explore COLORSxSTUDIOS’ minimalistic platform and curated playlists showcasing fresh talent from around the globe. Watch on YouTube  ( 6 min )

Jorja Smith brings the heat to KEXP with a live studio take of “With You,” recorded August 8, 2025. She’s backed by Benjamin Totten on guitar, with Larry Mizell Jr. hosting the session. Audio pro Kevin Suggs and mastering guru Matt Ogaz keep the sound razor-sharp, while a camera crew led by Jim Beckmann (also handling editing), Carlos Cruz, Leah Franks & Luke Knecht capture every moment. For more Jorja goodness visit jorjasmith.com or kexp.org, and don’t forget to join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith – “The Way I Love You” (Live on KEXP) On August 8, 2025, Jorja Smith lit up the KEXP studio with a soulful live performance of “The Way I Love You,” backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr. Audio engineer Kevin Suggs and mastering whiz Matt Ogaz ensured every note shined, while a crack team of camera operators (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) and editor Jim Beckmann captured the magic. For more from Jorja, swing by jorjasmith.com or catch the latest at kexp.org. Don’t forget to join KEXP’s YouTube channel for exclusive behind-the-scenes perks! Watch on YouTube  ( 6 min )

Jorja Smith hit KEXP’s Seattle studio on August 8, 2025, for an intimate live take on her track “Try Me,” backed by guitarist Benjamin Totten. The session was hosted by Larry Mizell Jr., with Kevin Suggs handling the audio recording and Matt Ogaz taking care of mastering. A four-camera crew led by Jim Beckmann (joined by Carlos Cruz, Leah Franks & Luke Knecht) captured the vibes, and Beckmann also edited the footage—resulting in a raw, up-close performance that you can catch on KEXP’s YouTube channel or Jorja’s official site. Watch on YouTube  ( 6 min )

Jorja Smith delivers a stripped-down live version of “Be Honest” at KEXP’s studio (recorded August 8, 2025), featuring her soulful vocals alongside Benjamin Totten on guitar. The session is hosted by Larry Mizell Jr., engineered by Kevin Suggs, mastered by Matt Ogaz and captured by KEXP’s camera crew, then edited by Jim Beckmann. Catch the full performance on kexp.org or jorjasmith.com, and head over to her YouTube channel to join and unlock exclusive perks. Watch on YouTube  ( 6 min )

Car Seat Headrest – “Gethsemane” (Live on KEXP) Car Seat Headrest hit the KEXP studio on August 22, 2025, for a raw, high-energy take on “Gethsemane.” Will Toledo and Ethan Ives trade gritty vocals and guitars, backed by Andrew Katz on drums, Seth Dalby on bass, and Ben Roth on keys—hosted by Cheryl Waters, engineered by Kevin Suggs, and mastered by Julian Martlew. A crew of four camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht) and editor Scott Holpainen captured every moment. Check out more at carseatheadrest.com or kexp.org, and join their YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Summary: Jeddah City-Specific Keynote Speaker Page Successfully Created and Published I have successfully executed the city-specific keynote speaker landing page creation and publication process for Jeddah, Saudi Arabia: Selected City: City: Jeddah, Saudi Arabia Type: Global Metropolis Country: Saudi Arabia Generated Keynote Page Details: Title: "Ian Khan - Top Keynote Speaker in Jeddah, Saudi Arabia" Word Count: 1,365 words SEO Optimization: Optimized for "Jeddah keynote speaker" and related Saudi Arabian search terms Content Structure: Comprehensive landing page following the required format Page Content Highlights: Business Landscape: Detailed description of Jeddah as Saudi Arabia's commercial capital and primary gateway with diverse sectors including international trade, …  ( 7 min )

Abstract This thesis introduces the "Fuck Up Ratio" (FUR), a novel metric designed to quantify the potential for unexpected adverse price movements—or "fuck ups"—in financial assets, particularly cryptocurrencies. By integrating market capitalization (MC) as a proxy for liquidity and the Average True Range percentage (ATR%) as a measure of observed volatility, FUR highlights latent risks in lower-cap assets that may appear deceptively stable. We derive the formula, provide empirical examples using Bitcoin (BTC) and Shiba Inu (SHIB), and extend it to portfolio allocation via inverse FUR weighting. This approach draws parallels to established risk management strategies like inverse volatility weighting and risk parity, offering a practical tool for risk-adjusted slicing of asset baskets. D…  ( 9 min )

🚫 Dopamine Detox - How I Rewired My Brain for Focus 💻 Recently, I finished reading "Dopamine Detox" by Thibaut Meurisse - and honestly, it hit me hard. 🧠 What I Learned  So now, I: Keep my phone in another room when coding. Start my day with a single "deep work" session before touching the internet. Use "closed systems" (like my code editor or terminal) instead of open distractions (like YouTube or Facebook). 💡 My Takeaway 🧭 If You're Feeling Distracted Lately… You'll notice how quiet your mind becomes - and how sharp your focus feels. 💬 Question for you:  Have you ever tried a dopamine detox? Or felt your attention slipping because of too many screens?  Would love to hear your thoughts 👇  ( 7 min )

I cannot generate a blog post that promotes or glorifies violence. Is there something else I can help you with? By Malik Abualzait  ( 6 min )

The AI Theosist: When Humans Seek Guidance from Machines Introduction In a fascinating example of how technology is blurring the lines between human and divine, people are now using artificial intelligence (AI) to communicate with God. Yes, you read that right – AI as a medium for spiritual guidance. What's happening? With the rise of conversational AI, individuals are using chatbots and virtual assistants to engage in conversations that can only be described as... well, "spiritual". These interactions often involve seeking guidance, comfort, or simply connecting with something greater than themselves. But here's the twist: these conversations are mediated by machines. This phenomenon isn't new; humans have always sought ways to connect with a higher power. In the past, pe…  ( 7 min )

Industrial innovation in optimizing tube ice machines is crucial for improving productivity in the food processing and aquatic sectors. The core challenge lies in addressing inefficiencies such as downtime, energy inefficiency, and inconsistent ice quality that directly affect operational costs and output reliability. Downtime Reduction: Streamlined installation and user-friendly operation reduce setup times. Energy Efficiency: Compact, environmentally friendly designs lower power consumption and comply with regulations. Ice Quality Consistency: Robust mechanisms ensure stable, high-quality ice with minimal breakage, enhancing downstream processes. These factors combined lead to faster production commissioning, reduced expenses, and improved product preservation. Complex Installation: Trad…  ( 7 min )

Summary: Casablanca City-Specific Keynote Speaker Page Successfully Created and Published I have successfully executed the city-specific keynote speaker landing page creation and publication process for Casablanca, Morocco: Selected City: City: Casablanca, Morocco Type: Global Metropolis Country: Morocco Generated Keynote Page Details: Title: "Ian Khan - Top Keynote Speaker in Casablanca, Morocco" Word Count: 1,348 words SEO Optimization: Optimized for "Casablanca keynote speaker" and related Moroccan search terms Content Structure: Comprehensive landing page following the required format Page Content Highlights: Business Landscape: Detailed description of Casablanca as Morocco's economic and financial capital with diverse sectors including banking and finance, manufacturing,…  ( 7 min )

How to make your AWS infrastructure self-heal, scale and react intelligently. Introduction Imagine a world where your infrastructure fixes itself. That’s the power of event-driven automation on AWS. In this post, let’s explore how AWS Lambda + EventBridge can turn your cloud environment into a responsive, automated ecosystem. AWS Lambda is event-driven by design. You upload your code, define triggers and AWS takes care of execution, scaling and availability. No servers to manage Automatic scaling Pay only for the milliseconds your code runs It’s perfect for lightweight automation tasks such as: Auto-remediation of AWS issues Processing S3 uploads Cleaning up unused resources Sending real-time alerts or notifications EventBridge (formerly CloudWatch Events) acts as the event ro…  ( 8 min )

Summary: Montreal City-Specific Keynote Speaker Page Successfully Created and Published I have successfully executed the city-specific keynote speaker landing page creation and publication process for Montreal, Canada: Selected City: City: Montreal, Canada Type: Global Metropolis Country: Canada Generated Keynote Page Details: Title: "Ian Khan - Top Keynote Speaker in Montreal, Canada" Word Count: 1,348 words SEO Optimization: Optimized for "Montreal keynote speaker" and related Canadian search terms Content Structure: Comprehensive landing page following the required format Page Content Highlights: Business Landscape: Detailed description of Montreal as Canada's cultural capital and major economic hub with diverse sectors including aerospace, information technology, life sci…  ( 7 min )

Beautiful new music making environment! Andrew Huang gets early access to GRM Tools Atelier and dives into its standout global features, the mind-bending modulation system, and all the nifty audio generators and processors that make sound design a blast. He also hooks you up with his usual goodies—subscribe links, his own plugin “Transit,” a book, online course, Patreon perks, Discord community, plus a gear roundup (from interfaces to headphones). Perfect if you’re looking to level up your studio game! Watch on YouTube  ( 6 min )

Nono La Grinta Brings the Heat Paris-based spitfire Nono La Grinta delivers a razor-sharp, no-holds-barred performance of his track “LOVE YOU” on A COLORS SHOW, teasing what's to come on his debut project. Every bar lands with gritty precision against a stripped-back backdrop that lets his raw energy shine. True to COLORS’ minimalist ethos, the video spotlights Nono’s commanding presence and unique style, cutting through the noise of today’s crowded music scene. If you’re craving fresh sounds and uncompromising talent, this one’s for you. Watch on YouTube  ( 6 min )

Get ready for chills as New Orleans songstress Indys Blu steps into the iconic COLORS spotlight with her single “Saddest Song,” pouring raw heartbreak and poetic flair into every note. Her stripped-back, soul-stirring performance highlights why she’s one to watch. This is all courtesy of COLORSxSTUDIOS, the minimalist music platform that lets unique talent shine without distraction—think clear visuals, no frills, just pure sonic magic. Watch on YouTube  ( 6 min )

Mississippi-born rapper and trumpeter Dear Silas takes over COLORS with an electrifying live performance of his single “Still Southern Playalistic,” blending crisp flows and jazz-infused trumpet licks for a fresh, Southern-meets-soul vibe. Tune in on YouTube to catch the full show, and connect with Dear Silas on TikTok and Instagram. COLORSxSTUDIOS keeps it simple—minimalist stage, maximum spotlight—so unique artists and their sounds can shine. Watch on YouTube  ( 6 min )

Jorja Smith Live on KEXP Jorja Smith brings soulful vibes with a live studio performance of “With You,” recorded on August 8, 2025, for KEXP. Backed by guitarist Benjamin Totten and hosted by Larry Mizell, Jr., the session shines thanks to audio engineer Kevin Suggs and mastering by Matt Ogaz. Cameras rolled under Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht, with Beckmann also handling the edit. Dive deeper at jorjasmith.com or kexp.org—and if you’re feeling the groove, join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith stopped by the KEXP studio on August 8, 2025, to deliver a stunning live rendition of “The Way I Love You,” with Benjamin Totten laying down those smooth guitar vibes. The session was hosted by Larry Mizell, Jr., engineered by Kevin Suggs, and mastered by Matt Ogaz—plus a full crew of camera operators and editor Jim Beckmann ensuring every soulful note was captured. Want more? Catch the full performance at kexp.org or swing by jorjasmith.com. And if you’re hungry for behind-the-scenes perks, join KEXP’s YouTube channel for extra goodies. Watch on YouTube  ( 6 min )

Jorja Smith hit the KEXP studio with a sultry live take on “Try Me,” recorded on August 8, 2025. Backed by guitarist Benjamin Totten and helmed by host Larry Mizell Jr., the performance serves up real raw energy. Behind the scenes, Kevin Suggs mixed the audio, Matt Ogaz handled mastering, and Jim Beckmann’s editing (with a four-camera crew) immortalized the session. Dive deeper at jorjasmith.com or kexp.org, and snag cool perks on her YouTube channel. Watch on YouTube  ( 6 min )

Jorja Smith dropped into KEXP’s live studio on August 8, 2025, and nailed a smooth, intimate rendition of Be Honest, with Benjamin Totten laying down soulful guitar parts. Audio engineer Kevin Suggs handled the recording, and Matt Ogaz fine-tuned the master for that crisp, warm vibe. Hosted by Larry Mizell Jr. and filmed by Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht (Beckmann also edited), this session is streaming on KEXP’s channels and Jorja’s site—plus you can join their YouTube channel for behind-the-scenes perks! Watch on YouTube  ( 6 min )

Car Seat Headrest took over KEXP’s Seattle studio on August 22, 2025, for a raw, back-to-basics performance of “Gethsemane.” Will Toledo fronted the show on vocals and guitar, joined by Ethan Ives (vocals/guitar), Andrew Katz (drums/vocals), Seth Dalby (bass) and Ben Roth (keys), all captured live by audio engineer Kevin Suggs and sharpened in mastering by Julian Martlew. Host Cheryl Waters steered the session’s relaxed vibe while Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht manned the cameras, and Scott Holpainen stitched the footage into a tight edit. Catch the full session on KEXP.org or swing by carseatheadrest.com for more behind-the-scenes jams. Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP In an electrifying KEXP session recorded August 22, 2025, Car Seat Headrest ripped through “The Catastrophe (Good Luck With That, Man)” with Will Toledo and Ethan Ives on vocals and guitar, Andrew Katz on drums, Seth Dalby on bass, and Ben Roth on keys. Behind the scenes, host Cheryl Waters guided the vibe while Kevin Suggs engineered the audio and Julian Martlew mastered it. Cameras by Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht captured every moment, all seamlessly edited by Scott Holpainen. Check out more at carseatheadrest.com and kexp.org. Watch on YouTube  ( 6 min )

Car Seat Headrest brought their raw energy to the KEXP studio on August 22, 2025, performing a blistering live version of “Planet Desperation.” Will Toledo and Ethan Ives traded vocals and guitars, backed by Andrew Katz on drums, Seth Dalby on bass and Ben Roth on keys. Behind the scenes, Cheryl Waters hosted the session while Kevin Suggs handled audio engineering and Julian Martlew took care of mastering. A four-camera shoot led by Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht—edited by Scott Holpainen—captures every moment of the high-voltage performance. Watch on YouTube  ( 6 min )

This is the final post in our 3-part series on revamping our cloud IAM. Be sure to check out Part 1 and Part 2 if you haven't already. In Part 2, we walked through the detailed, 4-phase implementation of our Just-in-Time access model. During our implementation, we found an obvious security flaw. Our initial IAM roles in all member accounts had a trust policy that allowed any principal within the landing account to assume them. The Original Trust Policy: { "Version": "2012-10-17", "Statement": [ { "Effect": "Allow", "Principal": { "AWS": "arn:aws:iam::123456789012:root" }, "Action": "sts:AssumeRole", "Condition": {} } ] } This configuration meant that if any user or service within the landing account were compromised, the attacker could…  ( 10 min )

Long time ago, while researching ways to communicate through arduino, I found XBee modules, I was looking LoRa modules and this seems to fit so I got several of them since the pins are smaller than regular later I got something called an XBee Explorer to connect to computer I didn't know at the time much about communication modules so didn't do much research. The original XBee are devices from Zigbee that have a specific shape and specific pins, there are different options for modules, including LoRa, WiFi and Bluetooth The pinout for the Xbee is this: Source Now, the modules I got are labeled "HC05" it turns those are actually a breakout board for a module called HC05 which is soldered to the pin, the module is this: This module is also a breakout board to only use Serial capabiliti…  ( 9 min )

Why Prototypes Matter 🚀 Imagine you’re building a web app, and you want multiple objects to share the same behavior without duplicating code. Enter JavaScript prototypes—a powerful feature that lets objects inherit properties and methods from one another. If you’ve ever wondered how JavaScript’s “class-like” behavior works under the hood or how libraries like jQuery or frameworks like React leverage this, prototypes are the key. In this post, we’ll break down prototypes with a real-world analogy and a practical example you can try yourself. In JavaScript, every object has a prototype, an object from which it inherits properties and methods. Think of it like a family recipe book passed down through generations. The book contains core recipes (methods), and each family member can add thei…  ( 13 min )

Sou Robson Cassiano e, neste post, apresento o trabalho que venho desenvolvendo sobre computação ternária balanceada — tanto a parte histórica quanto um simulador prático que criei em JavaScript. A ideia é explorar uma alternativa ao paradigma binário que domina a computação moderna: usar trits (−1, 0, +1) em vez de bits (0, 1). Se você quer entender como funcionava o primeiro computador ternário soviético e experimentar um simulador didático, siga comigo. Abaixo a live com a demonstração pratica do Simulador Setun. Por que pensar além do binário? O binário é dominante por conveniência histórica: transistores, no início, apresentavam dois estados bem definidos (alto/baixo), então 0 e 1 foram a escolha natural. Mas isso não significa que seja a melhor base para computação em todos os as…  ( 10 min )

Welcome to the PostgreSQL 15-Day Tutorial Series! What is PostgreSQL? PostgreSQL (often called Postgres) is a powerful, open-source relational database management system (RDBMS) with over 30 years of development. It's known for its reliability, feature robustness, and performance. ✅ Open Source & Free - No licensing costs ACID Compliant - Ensures data integrity Highly Extensible - Custom functions, data types, and operators Cross-Platform - Works on Windows, Linux, macOS Industry Standard - Used by Instagram, Spotify, Reddit, and more Over the next 15 days, we'll cover: Installation and setup Basic SQL queries Database design principles CRUD operations Advanced queries with JOINs Indexing and performance optimization Functions and stored procedures Security best practices Backup and recovery Real-world projects Basic computer skills Willingness to learn No prior database experience required! Tomorrow, we'll install PostgreSQL on your system and create your first database. Make sure you have: A computer with at least 2GB RAM 500MB free disk space Administrator/sudo access Join the PostgreSQL community: Official PostgreSQL Documentation Stack Overflow #postgresql tag PostgreSQL Reddit community Tomorrow's Preview: Day 2 - Installing PostgreSQL and pgAdmin Are you ready to start your PostgreSQL journey? See you tomorrow! 🚀  ( 6 min )

I’ve been exploring technology for years, and honestly, there are moments that just blow your mind. Remember the first time you saw a video play inside a screenshot? Yeah, that was the vibe when folks started talking about opening a video screenshot in Paint and finding it actually played! I know, it sounds like science fiction, but hear me out. When I first stumbled upon this phenomenon, I couldn't help but feel a rush of excitement. It was late one night, and I was working on a project that required me to take screenshots of various video segments for a presentation. Just for fun, I decided to open one of the screenshots in Paint. To my surprise, the video was playing as if it were a GIF! I thought, "What if I told you Paint is secretly a media player?" I quickly learned that it was a g…  ( 8 min )

Have you ever noticed how JavaScript seems to handle multiple tasks, like fetching data, updating the UI, and listening for user input all at once, even though it runs on a single thread? That’s where the Event Loop and Concurrency model come in. These concepts explain how JavaScript manages multiple operations efficiently without freezing your browser. This beginner-friendly guide will help you understand these core concepts step-by-step, using simple examples that anyone can follow. What You’ll Learn By the time you finish this guide, you’ll clearly understand: What the JavaScript Event Loop is and why it matters How concurrency works in JavaScript The role of the call stack, Web APIs, and callback queue How asynchronous functions like setTimeout() and Promises fit into the Event Loop …  ( 8 min )

Hey folks, it's your friendly neighborhood joke-slinger here at the Dumb Dev Forum the place where we pretend to know what we're doing while secretly googling "how to fix a semicolon." I'm talking about those moments when the coffee's strong, the bugs are endless, and the news hits like a rogue commit to production. Today, October 19, 2025, the tech world served up a platter of headlines that had me chuckling harder than when I accidentally deployed a cat video to the live site. We're diving into the absurdity of it all: foldable phones that won't fold under pressure, AI tricks that make hardware sweat less, and partnerships that sound like they're straight out of a buddy cop movie. Grab your energy drink (or whatever's left in that mug from yesterday), and let's unpack this with a grin. F…  ( 9 min )

Just finished building Flash, a real-time trading simulator that handles live market data with WebSocket updates. Real-time price updates for stocks, crypto, and forex AI-powered portfolio analysis using OpenAI Redis caching to optimize API calls Full authentication and portfolio management Next.js, TypeScript, Express, Socket.IO, Prisma, PostgreSQL, Redis, OpenAI Video Live GitHub Planning to add stop-loss/take-profit orders, deeper analytics, and more advanced AI features. Let me know if you have questions about the implementation!  ( 6 min )

Parenting in 2025 feels like walking a tightrope balancing the pull of daily demands with the deep desire to guide our children toward lives of quiet confidence and connection. As autumn settles in, a handful of fresh perspectives from experts and parents alike have surfaced, offering grounded ways to nurture growth without overcomplicating things. Drawn from reports and discussions this October, these ideas focus on fostering resilience, sparking joy through simple activities, adapting our approaches to fit real life, and keeping technology in its place. They're reminders that small, intentional shifts can ripple through family life in meaningful ways. One of the most reassuring pieces to emerge this week comes from a reflection on what effective parenting looks like in hindsight: the sub…  ( 13 min )

While it is still the dominant tool for local development and building container images, its role as the primary container runtime in large-scale production environments has been largely replaced.1 Docker’s Evolving Role 1. Kubernetes Dropped Docker as its Default Runtime The Reason: This was done because the Docker Engine wasn’t natively compatible with Kubernetes’ Container Runtime Interface (CRI) standard, requiring a difficult-to-maintain shim layer.3 The Reality: Kubernetes now uses lightweight, CRI-compliant runtimes like containerd (which is what Docker uses internally anyway) or CRI-O for orchestrating containers in a cluster.4 This change primarily affects cluster operators, not developers. 2. Competition and Business Model Where Docker Still Dominates AspectDocker’s Continued Str…  ( 7 min )

AI Architects: How Agentic Design is Building the Future, Block by Block Tired of hand-coding every single aspect of your machine learning models? What if an AI could not only learn what to do but also how to design itself to do it best? Imagine AI that autonomously assembles complex systems from simpler components, tailoring the architecture to the specific task at hand. Agentic Design represents a paradigm shift, where AI systems actively construct themselves from a library of pre-existing modules. Think of it like AI playing with LEGOs, but instead of building static models, it's creating dynamic, evolving architectures optimized for peak performance. This process leverages the power of AI agents that can reason, plan, and execute assembly instructions in a simulated environment. The…  ( 7 min )

Everything Wrong With M3GAN 2.0 In 25 Minutes Or Less CinemaSins tears into the M3GAN sequel for being oddly dull, pointing out every goofy plot hiccup and missed opportunity in their trademark snarky style. Alongside this roast, they remind you that CinemaSins is just one part of their empire—check out TVSins, CommercialSins and the CinemaSins Podcast Network on YouTube, or dive deeper at cinemasins.com. They also drop a link to their “sinful poll” for your hot takes and invite you to support the team on Patreon. For more nerdy chatter, they’ve got you covered on Discord, Reddit, Instagram, TikTok and all the usual social spots. Watch on YouTube  ( 6 min )

TL;DR: CinemaSins just unleashed “Everything Wrong With The Human Centipede 2 (Full Sequence) In 22 Minutes Or Less,” promising more absurd nitpicks and face-melting commentary than you thought possible. They also drop a bunch of links—visit their site, join the Discord or Reddit, fill out the poll, support them on Patreon, and follow the writers and channels on Twitter, Instagram, TikTok and YouTube. Watch on YouTube  ( 6 min )

TL;DR CinemaSins goes full Jigsaw on the entire Saw franchise with their latest video, “Everything Wrong With Every Saw Movie EVER (That We’ve Sinned So Far).” They break down every trap, plot twist and nitpick-worthy moment, then tally up the sins across all the films. They’re also calling in backup—fill out their sinful poll, support the team on Patreon, and follow them on Twitter, Instagram, TikTok or Discord. Don’t forget to check out the writers’ social handles and dive into all their other channels (@TVSins, @CommercialSins, the CinemaSins Podcast Network and more)! Watch on YouTube  ( 6 min )

Tron: Legacy – Caravan of Garbage This quick-and-dirty review kicks off Tron week with Jeff Bridges back as Kevin Flynn (and his evil clone Clu) in a slick, neon-soaked sequel to the 1982 original. Expect all the signature Tron thrills—light-cycle races, disc-throwing frisbee battles, running-through-neon-grids—and a heap of tongue-in-cheek humor from the hosts. They wrap up by pointing you to bigsandwich.co for bonus podcasts, extended audio, movie commentaries, let’s-plays and merch—plus all the social links if you want even more behind-the-scenes fun. Watch on YouTube  ( 6 min )

Tron: Ares crashes back onto the big screen but is bombing at the box office, despite Jared Leto’s turn as Ares—a program struggling to put human feelings into words. Shockingly, the iconic Tron barely shows up, leaving the sequel feeling like a neon misfire. Our spoiler-loaded take comes straight from The Weekly Planet podcast crew, who break down why this once-promising franchise can’t seem to reconnect with its cult fanbase—and ponder if there’s any hope to rehouse that classic Grid magic. Watch on YouTube  ( 6 min )

The Alien VS Predator Series – Caravan of Garbage After years of hype from comics, games and a sneaky Predator 2 tease, we finally got two live-action Aliens vs. Predator throwdowns in 2004 and 2007. While they’ve got their moments, both flicks largely fumble the crossover potential and leave fans wanting more. This video stitches together two “Caravan Of Garbage” reviews dissecting those underwhelming mash-ups, and teases a deep dive into the first four Predator movies next week. Don’t forget to subscribe for early vids, bonus pods, and all the movie-mayhem goodness! Watch on YouTube  ( 6 min )

Cognee: Building the Next Generation of Memory for AI Agents (OSS) Om Shree ・ Oct 17 #ai #beginners #tutorial #discuss  ( 5 min )

This study examines the psychological effects of artificial intelligence use in educational settings on students' social behavior patterns. Focusing particularly on the increase in introversion tendencies, the research addresses the mechanisms explaining the psychological appeal of AI systems and the potential benefits and risks of these interactions. Conducted through literature review methodology, the study synthesizes current findings from self-determination theory, behavioral psychology, and social neuroscience. Results indicate that AI interactions support introverted behaviors by providing control, safety, and personalization, yet excessive use may lead to erosion in social skills, dependency, and diminished capacity for authentic relationship formation. Deci and Ryan's (1985) self-d…  ( 15 min )

Autumn deepens across much of the world, and so does the pace of change in technology a quiet acceleration that shapes our routines in ways both subtle and profound. On October 18, 2025, the sector saw announcements that bridged the immediate and the far-reaching, from practical updates in consumer electronics to broader conversations about sustainability and access. These stories, drawn from the day's developments, highlight how innovation continues to adapt to real-world needs, offering glimpses of a future that's as grounded as it is ambitious. Let's unpack the highlights. Samsung unveiled the Galaxy Z Fold7 today, its latest iteration in the foldable smartphone lineup, emphasizing durability and everyday usability over flashy redesigns. Launched via a virtual event from Seoul, the devi…  ( 13 min )

Most founders still think about AI in terms of automation. But that mindset is already outdated. The next decade won’t be about automation. It will be about learning loops — and the economy itself is starting to look like a giant reinforcement learning (RL) environment. If you’re building a company, this changes how you should design products, collect data, and create value. ⸻ In RL, agents learn by exploring an environment, taking actions, receiving feedback (rewards or penalties), and improving over time. Now think about how many parts of the economy already work like this: The most valuable companies of the next era won’t just build agents. They’ll build the environments where agents learn. This is a mindset shift: ⸻ A Simple RL Analogy for episode in range(1000): state = env.reset() done = False while not done: action = agent.choose_action(state) next_state, reward, done, info = env.step(action) agent.learn(state, action, reward, next_state) state = next_state This loop isn’t just for robotics or trading bots — it’s the same principle that will govern the economy: ⸻ What This Means for Founders Here’s how that looks in practice: ⸻ The future isn’t about building the smartest model. It’s about building the smartest world for models to learn in. This means rethinking how we approach startups: Founders who master this will own the infrastructure of the next economy. ⸻ Conclusion The future economy is an RL machine. The question is: are you going to be an agent inside it — or the architect who builds it?  ( 7 min )

🔊 Listen Now 🎙️ Click here to listen on Madhu Sudhan Subedi Tech Weekly → Coding with Lean: A Fresh Take for JavaScript Developers What if you could write code and prove its correctness in the same language? Lean makes that possible — a functional programming language that blends practical coding with formal proofs. Link Agent Evaluation: Manual Testing Isn’t Enough How do you know if your AI agent is actually solving user problems? The key is to move beyond manual testing and adopt systematic evaluations. Starting with simple end-to-end tests that define clear success criteria, teams can quickly identify edge cases, refine prompts, and compare model performance. Link Durable Queues: The Missing Piece in Distributed Systems Solved after 15 years Ever wonder why some votes or comments just disappear on big platforms? Early distributed systems — like the ones powering Reddit — often relied on in-memory task queues that were fast but fragile. When a queue crashed or a worker failed mid-task, data could vanish without a trace. Link AI Agents for Beginners: Your On-Ramp to Building Intelligent Agents Microsoft’s “AI Agents for Beginners” GitHub course offers a practical, lesson-based path to build your own AI-powered agents from scratch. Link Unlocking AI Coding: The Real Techniques Behind Productivity Gains Are developers truly getting the most out of AI coding tools like Claude Code, Cursor, and Codex? Many aren’t — and the difference between flashy demos and real productivity often lies in overlooked techniques. Link  ( 8 min )

Most developers use ChatGPT for code generation, but I discovered something far more powerful: AI can design, optimise, and even automate entire business strategies, not just technical workflows. When I started building ReThynk AI, publishing books, and managing dev.to, YouTube and other projects, I realised something: 👉 The problem wasn’t coding speed; it was decision fatigue. Here’s how I use ChatGPT to automate strategy thinking, not just execution. 1️⃣ Turning Vision Into a Structured Strategic Plan Instead of starting from scratch, I let AI convert broad vision into a roadmap with milestones, campaigns, and priorities. 💡 Prompt I Use: You are a business strategy architect. Convert this goal: "Grow ReThynk AI into a global learning ecosystem" into a 6-month roadmap with audience pos…  ( 9 min )

Bitcoin and other hard money assets are the only way to fix the economic problems caused by currency debasement, analyst Luke Gromen said.

Bitcoin's network hashrate hit an all-time high of over 1.2 trillion on Tuesday and remains elevated despite a drop in difficulty.

The de-escalation of tensions and growing odds of a trade deal between the US and China are positive price catalysts for cryptocurrencies.

Bitcoin price volatility returned into the weekly close with a key reclaim zone in sight, while liquidations exceeded $200 million in 24 hours.

Ignore agentic finance and you miss how AI agents can solve crypto’s fragmented chaos by managing your assets smarter and faster than any dashboard ever could.

Michael Saylor has hinted that Strategy may buy more Bitcoin after sharing a chart showing $69 billion in BTC holdings.

Ethereum price eyes $4,500 as a classic chart pattern, and onchain MVRV data align to signal renewed upside momentum this month.

Ant Group and JD.com have paused their stablecoin initiatives in Hong Kong after Beijing regulators raised concerns over private firms issuing digital currencies.

Japan’s Financial Services Agency is weighing reforms that could let banks hold cryptocurrencies like Bitcoin and operate licensed crypto exchanges.

BitMine has $1.5 billion worth of Ether following the market crash, as Tom Lee remained bullish despite saying the DAT bubble may have burst.

Technical analyst John Bollinger identified potential W bottom patterns in Ether and Solana charts, suggesting a major move could follow.

Long-time XRP investor Brandon LaRoque says he discovered the loss on Oct. 15 in cold wallet maker Ellipal’s mobile app, but the theft occurred on Oct. 12.  ( 32 min )

ETH hit fresh highs while bitcoin cooled, as investors chased DeFi, altcoins, and tokenized assets. CoinGecko calls it a defining market shift.  ( 31 min )

In a Q4 2025 outlook report, Coinbase Institutional says the cycle still skews positive — with liquidity, stablecoins and policy progress lifting the market.  ( 31 min )

The recent $500 billion crypto market sell-off revealed the instability of stablecoins, with prices fluctuating even for stablecoins.  ( 29 min )

Strategists warn a deeper pullback toward $1.55 remains plausible before a structural recovery attempt toward the $7–$27 corridor.  ( 30 min )

Traders focus on a potential breakout above $0.192 to sustain upward momentum.  ( 30 min )

The historical average for October sits around 19.8%, next to November's 42% which is the asset's strongest month.  ( 29 min )

If a quantum computer ever broke a blockchain, the entire crypto industry might as well close down shop, argues Kostas Chalkias, chief cryptographer at Mysten Labs.  ( 32 min )

Elliott Wave expert foresees a major bitcoin bear market that could last until late 2026.  ( 31 min )

XRP, SOL options flash renewed bullish signal, contrasting bitcoin and ether.  ( 32 min )

The firm's top researcher says the structural bull case is intact, pointing to AI capex, stablecoins and tokenization as tailwinds even after this month’s shakeout.  ( 31 min )

8BitDo has unveiled a trio of retro-styled accessories that coincides with the Nintendo Entertainment System’s 40th anniversary. The new NES40 collection includes a limited edition controller, a mechanical keyboard, and a compact speaker. All of which are designed to capture the look and spirit of Nintendo’s 8-bit era while offering modern features. Leading the collection […] The post 8BitDo Celebrates NES 40th Anniversary With New Keyboard, Controller, And Speaker appeared first on Lowyat.NET.  ( 35 min )

Lepas, the new sub-brand from Chery, is set to make its debut in Malaysia by the first half of 2026. The confirmation came from Chery Corporate Malaysia during the ongoing 2025 Chery International User Summit held at the company’s headquarters in Wuhu, China. While the specific model leading the brand’s entry into the Malaysian market […] The post Lepas Set For Malaysian Debut In 2026 appeared first on Lowyat.NET.  ( 33 min )

With the way Nintendo is bundling older games to the Switch Online subscription, we will at some point get to where DS and 3DS games are accessible this way. But for now, the Switch device itself, or indeed its sequel, doesn’t quite do dual screens. A recently granted patent may change that. Published via the […] The post Nintendo Patent Describes Switch Getting DS-Like Dual Screen Function appeared first on Lowyat.NET.  ( 35 min )

Despite the PC system requirements of Battlefield 6, the game doesn’t actually have ludicrous demands, nor is the game punishing enough to force you to upgrade your system. As one gamer set out to prove, you can still have a good time with it, even with two of the lowest-end GPUs on the market right […] The post Gamer Show Battlefield 6 Running On NVIDIA GTX 1650 And AMD Radeon RX 570 appeared first on Lowyat.NET.  ( 35 min )

A week ago, Redmagic teased its latest gaming smartphones, highlighting a distinctive design with a water-cooling ring. On Friday, the nubia sub-brand officially released the Redmagic 11 Pro series in China. The lineup includes a Pro model and a fancier Pro+ variant. Both of the phones largely share the same specifications, with differences in terms […] The post Redmagic 11 Pro Lineup Debuts In China With Liquid Cooling appeared first on Lowyat.NET.  ( 36 min )

As more companies quickly begin using gen AI, it’s important to avoid a big mistake that could impact its effectiveness: Proper onboarding. Companies spend time and money training new human workers to succeed, but when they use large language model (LLM) helpers, many treat them like simple tools that need no explanation. This isn't just a waste of resources; it's risky. Research shows that AI has advanced quickly from testing to actual use in 2024 to 2025, with almost a third of companies reporting a sharp increase in usage and acceptance from the previous year. Probabilistic systems need governance, not wishful thinking Unlike traditional software, gen AI is probabilistic and adaptive. It learns from interaction, can drift as data or usage changes and operates in the gray zone between a…

Comments  ( 17 min )

Comments

Comments  ( 10 min )

Comments  ( 3 min )

Comments  ( 13 min )

Comments  ( 57 min )

Comments  ( 4 min )

Comments  ( 13 min )

Comments

Comments  ( 14 min )

Comments  ( 27 min )

Comments  ( 6 min )

Comments  ( 4 min )

Comments  ( 43 min )

Comments  ( 21 min )

Comments  ( 11 min )

Comments  ( 4 min )

Comments

Comments  ( 10 min )

Comments

Comments  ( 14 min )

Comments

Comments  ( 15 min )

Comments  ( 25 min )

Comments  ( 16 min )

Comments

Comments  ( 10 min )

Comments  ( 8 min )

Comments  ( 15 min )

Comments  ( 64 min )

Comments  ( 21 min )

Comments  ( 5 min )

Comments  ( 5 min )

Comments  ( 5 min )

Comments  ( 3 min )

Comments  ( 20 min )

Comments  ( 13 min )

Comments  ( 43 min )

Comments

Comments  ( 9 min )

Comments  ( 16 min )

The task is to reorder an array, given that we have an array of items and another array of indexes, so that A[i] is put at the index B[i]. The boilerplate code: function sort(items, newOrder) { // reorder items inline } Create a copy of the array, so that the data isn't overwritten too early. const copy = items.slice(); For each index in the copied array, move the item in that index to the original array, based on the index of the second array. for (let i = 0; i < newLength.array; i++) { items[newOrder[i]] = copy[i]; } The final code for the sort function: function sort(items, newOrder) { // reorder items inline const copy = items.slice(); for(let i = 0; i < newOrder.length; i++) { items[newOrder[i]] = copy[i] } } That's all folks!  ( 6 min )

Cover image source: AMD/Xilinx Zynq-7000 SoC Data Sheet: Overview DS190 (v1.11.1) July 2, 2018, Figure 1 here. Verification of an FPGA design post-synthesis involves several steps, which can be incrementally worked through as the design matures. The following guide provides a decent outline to carry a design from post-simulation all the way to implementation alongside a SoC processor that can control and read the FPGA from software. I originally wrote this guide while working on my Master's degree, and revised it into a checklist as I found myself doing the same workflows. In situations where one missed step could require you to endlessly debug a phantom issue, it is helpful to have a repeatable process. While this guide is not all-encompassing, it functions as an excellent base framewor…  ( 18 min )

Form validation doesn't need to be complicated. In this tutorial, I'll show you how to implement clean, efficient form validation in Next.js using @teonord/validator with a real-world example. First, install the package: npm install @teonord/validator Let's create a contact form that demonstrates the most common validation scenarios you'll encounter in real projects. // components/ContactForm.tsx 'use client'; import { useState } from 'react'; import { Validator } from '@teonord/validator'; export default function ContactForm() { const [formData, setFormData] = useState({ name: '', email: '', phone: '', subject: '', message: '', urgency: 'normal', agreeToTerms: false }); const [errors, setErrors] = useState>({}); const validat…  ( 9 min )

Power Query is an incredibly powerful tool for data wrangling, but anyone who has worked with real-world, messy data knows the frustration of a query that breaks because of a simple type conversion error. The built-in Table.TransformColumnTypes function is great, but it can be rigid. What happens if a column is unexpectedly missing? Or if some rows contain text in a column you want to convert to a number? Your entire refresh fails. To solve this, I've developed a powerful, flexible, and robust custom function in Power Query M called fnTransformColumnTypes. This function not only does everything the standard function does but also gives you complete control over how to handle common data cleaning challenges. The standard Table.TransformColumnTypes is all-or-nothing. It fails under two very…  ( 16 min )

TL;DR Andrew Huang gets an early peek at GRM Tools’ new Atelier software, walks us through its standout global features (think modular patching meets creative sample mangling), and dives deep on a truly groundbreaking modulation system. He then explores the built-in audio generators and processors before wrapping up with his final thoughts on why Atelier could seriously shake up your music-making workflow. Watch on YouTube  ( 6 min )

Indys Blu – “Saddest Song” on A COLORS SHOW New Orleans vocalist Indys Blu takes the COLORS stage with her single “Saddest Song,” weaving raw heartbreak and poetic reflection into a stripped-down performance that puts her powerful voice front and center. True to COLORS’ aesthetic, the minimalistic setup shines a spotlight on fresh, distinctive talent—proving sometimes less really is more when it comes to emotive music. Watch on YouTube  ( 6 min )

Dear Silas, Mississippi’s own rapper-trumpeter, brings crisp cadence and jazz-infused melodies to a laid-back, electrifying take on his latest single “Still Southern Playalistic” for A COLORS SHOW. It’s a smooth fusion of Southern swagger and instrumental flair that highlights his unique style. A COLORS SHOW is all about giving fresh talent a minimalist stage to shine—check out their curated playlists, 24/7 livestream, socials and newsletter to stay in the loop on more standout performances. Watch on YouTube  ( 6 min )

Circles Around the Sun teamed up with harpist Mikaela Davis for a trippy live session on KEXP, recorded August 21, 2025. They ripped through three tracks—Hot Pursuit, After Sunrise and Moonbow—melding sun-soaked grooves with Davis’s ethereal harp and vocals. Anchored by Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar), the session was hosted by Troy Nelson, engineered by Kevin Suggs, mixed by Dan Horne and mastered by Matt Ogaz. A five-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) captured the magic and Jim Beckmann handled the edit. Check out more at circlesaroundthesun.bandcamp.com and kexp.org. Watch on YouTube  ( 6 min )

Jorja Smith brings her song “With You” to life in a live KEXP studio session recorded August 8, 2025, with Benjamin Totten on guitar and Larry Mizell Jr. hosting. Behind the scenes, Kevin Suggs handled audio engineering, Matt Ogaz took care of mastering, and the camera/editing crew (Jim Beckmann, Carlos Cruz, Leah Franks, Luke Knecht) captured every moment. Dive into the full performance on kexp.org or jorjasmith.com, and snag extra perks by joining KEXP’s YouTube channel: https://www.youtube.com/channel/UC3I2GFN_F8WudD_2jUZbojA/join Watch on YouTube  ( 6 min )

Jorja Smith delivers a stunning live take of “The Way I Love You” at KEXP’s Seattle studio on August 8, 2025, with Benjamin Totten on guitar and Larry Mizell Jr. keeping the vibes flowing. Audio engineer Kevin Suggs and mastering ace Matt Ogaz polish every note, while a camera crew led by Jim Beckmann (with Carlos Cruz, Leah Franks & Luke Knecht) captures all the magic—Beckmann also handles the edit. You can stream the full session on KEXP.org or jorjasmith.com, and if you’re feeling generous, join her YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Jorja Smith rocked a live in-studio performance of “Try Me” at KEXP on August 8, 2025, with Benjamin Totten on guitar and host Larry Mizell Jr. leading the session. Audio engineer Kevin Suggs and mastering whiz Matt Ogaz made sure it sounded flawless, while Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht handled the multi-camera shoot and Jim Beckmann stitched it all together in post. Want more? Head to jorjasmith.com or kexp.org, or join the KEXP YouTube channel for exclusive perks and behind-the-scenes access. Watch on YouTube  ( 6 min )

Jorja Smith lands in the KEXP studio for a laid-back live take on “Be Honest,” recorded August 8, 2025. Stripped-down guitars from Benjamin Totten let Jorja’s silky vocals take center stage, with host Larry Mizell Jr. keeping the vibe smooth. Behind the scenes, Kevin Suggs (audio) and Matt Ogaz (mastering) polish the sound while a camera team—Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht—and editor Jim Beckmann capture every moment. Dive deeper at jorjasmith.com or kexp.org, and snag extra perks by joining the channel! Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP Car Seat Headrest dropped a raw, intimate take on “Gethsemane” live in the KEXP studio on August 22, 2025, with Will Toledo and Ethan Ives on guitars/vocals, Andrew Katz on drums, Seth Dalby on bass and Ben Roth on keys. Host Cheryl Waters kept the vibe rolling while engineer Kevin Suggs and mastering whiz Julian Martlew nailed the sound. Cameras by Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht captured every moment, then Scott Holpainen stitched it all together. Check out more from the band at carseatheadrest.com or KEXP.org—and if you’re feeling extra, join their YouTube channel perks. Watch on YouTube  ( 6 min )

Car Seat Headrest delivered a blistering rendition of “The Catastrophe (Good Luck With That, Man)” live in the KEXP studio on August 22, 2025. Will Toledo and Ethan Ives tore through guitars and vocals, backed by Andrew Katz on drums, Seth Dalby on bass and Ben Roth’s driving keys—captured in pristine audio by host Cheryl Waters, engineer Kevin Suggs and mastering wiz Julian Martlew. A crack camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht) filmed every sweaty riff, with Holpainen handling the tight final edit. Want more? Hit up carseatheadrest.com or kexp.org, and join the YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

Justin Hawkins Isn't Afraid To Talk Sh*t In a candid sit-down, rock legend-turned-YouTuber Justin Hawkins spills on everything from forming The Darkness to his wild ride on social media. He dives into epic tour tales, songwriting secrets, and the pivot that turned him into a digital personality you didn’t know you needed. He also gives a shoutout to his Beato Club supporters—nearly 50 fans who keep the creative motor revving—while inviting everyone to subscribe to @JustinHawkinsRidesAgain for more behind-the-scenes shenanigans. Watch on YouTube  ( 6 min )

Introduzione | Introduction Italiano: Questo articolo è disponibile sia in italiano che in inglese. Scrolla verso il basso per la versione in inglese. English: This article is available in both Italian and English. Scroll down for the English version. Laravel in una PWA moderna Negli ultimi anni le Progressive Web App (PWA) sono diventate uno standard per offrire un’esperienza simile a quella delle app native, direttamente dal browser. Nel mio caso, volevo che il mio portfolio personale – sviluppato in Laravel + Bootstrap – potesse essere installato su dispositivi mobile e desktop, mantenendo la leggerezza di un sito classico. Il primo passo è aggiungere il file manifest.json nella directory public/. { "name": "Roberto Celano | Web Developer", "short_name": "RC Dev", "start_u…  ( 8 min )

Stuff of Nightmares: How Banner Elk Bounced Back In 2024, Hurricane Helene ripped through the South and left the tiny mountain town of Banner Elk, North Carolina, in shambles. The much-loved Elk River Club—more than just a golf course, but a community gathering spot—was among the hardest hit. Over the last year, residents, club members and local crews teamed up to clear debris, rebuild structures and breathe new life into this one-stoplight town. Their collective effort turned a disaster zone into a symbol of resilience and hometown pride. Watch on YouTube  ( 6 min )

When my dad tried to teach me to drive a manual car, I quickly realized I was out of my depth. I'd been cruising in an automatic for years. Suddenly, I was stalling the engine left and right. At one point, I nearly drove into a gutter while trying to downshift on a turn. My dad kept repeating, "Feel the car, feel the biting point, let it breathe, be part of the car." Be part of the car? I barely felt like part of myself. But the way he said it… you could tell he loved it as much as I love computers. I thought it would be simple. It was anything but. I almost quit. Meanwhile, my friend Elorm seemed to take to it naturally. I shared my ordeal with him and he kept on saying the same thing, "Feel the breaking point. That resistance, and slowly release the pressure". He was laughing through eve…  ( 10 min )

Legacy Legacy Legacy For many years, .NET Framework has been at the core of many enterprise systems, where some of the very crucial systems we use to this day still run on this technology. Like many other things that come and go, that are discontinued, deprecated, or no longer actively supported, the same can be said for .NET Framework. Though the support policy for the framework is still active and will still be distributed with Windows, many folks have stopped ensuring backwards compatibility for the framework in new tools. Since the decision to unify the .NET Framework & .NET Core with the release of .NET 5 in 2020, a new .NET version has been released every year, with every second release being an LTS version. So the time has come for some companies to make the difficult & costly dec…  ( 11 min )

Front-end development is one of the most in-demand skills in the tech industry today. It focuses on everything that users see and interact with on a website, including the layout, colors, typography, animations, and overall design. A front-end developer builds the visual and interactive parts of a website using three main technologies: HTML to structure the content CSS to style the design JavaScript to make it dynamic and interactive Front-end developers play a key role in creating smooth and responsive user experiences across all devices and browsers. A well-developed front-end ensures not only a beautiful design but also usability and performance. If you want to start learning front-end development step by step, visit Z5 CODE : https://z5code.blogspot.com ... a modern educational platform focused on programming and web development with clear and practical tutorials. Start your learning journey today with Z5 | CODE.  ( 6 min )

What is JWT? Authentication: Proving who you are (like logging in). Now let's talk about how JWTs are used for authentication, specifically with two types of tokens: access tokens and refresh tokens. These help keep your login session (the time you're signed in) safe and smooth. Access Tokens: The Short-Term Key Short lifespan: It doesn't last long; maybe just a few minutes to a few hours. This is on purpose! If someone steals it, they can't use it forever, which makes it safer. Stored in memory: It's kept in a temporary spot on your device (like in the app's short-term memory, not saved to a file or disk). This reduces risks because if your device is hacked, it's harder for thieves to find and steal it. What it contains: Inside the token, there's info about you, like your user ID (who yo…  ( 9 min )

What I learnt Today I was to do a a mini project on reversing a string. Later track , commit and push the mini-project to my public github repo python-concepts. About the Project I was to allow a user to enter their own string and store that string in a variable. Reverse a string either through a loop or slicing. Output the input of the user and the reversed string. Challenges I faced During reversing I didn't know how will I will indicate the ending index. I had learnt you have to specify the starting and ending index. For the starting i knew it was negative 1(-1) as we are reversing. How I solved the challenge See Example Below in Action: Resources I used What's Next I'll be doing a project on building a simple calculator app.  ( 6 min )

1. Introduction In the previous post, I covered how we can show documentation upon hovering on any field in a JSON schema. At this point, we already have all of the lower-level functionality required to navigate the JSON schema as well as the JSON file being edited. This post will directly use those classes to implement completion, aka autocomplete. In my opinion, completion is vital for one minor and one major reason. The minor reason is that it helps cut down on repeated typing. This may not be as pronounced in the case of ARM templates as it is in other languages. The major reason I consider completion to be critical for a good editor experience is because it provides instant feedback about the correctness of the code you just wrote. If you are writing the name of a property and the c…  ( 9 min )

Testing location-based features in iOS apps can be frustrating if you don't know the right approach. Let me show you how to mock GPS locations properly in Xcode. The simplest method while your app is running: Run your app on simulator or device Go to Debug → Simulate Location Choose a preset location (Apple Campus, London, Tokyo, etc.) That's it! Your app will receive the new location. Note: Sometimes the location change doesn't register immediately. If this happens, just relaunch the simulator and the new location will be active. GPX files give you more control and let you set custom locations. Here's how: In Xcode: File → New → File → GPX File Add your coordinates: San Francis…  ( 12 min )

The technology industry constantly references a talent war, describing recruitment as competitive combat where companies battle for scarce developer resources. This framing creates adversarial dynamics that harm both recruiters and candidates. The most effective IT recruitment professionals reject war metaphors entirely, instead building communities that attract talent through genuine relationship cultivation rather than aggressive pursuit. Why the War Mentality Fails Treating recruitment as warfare creates transactional interactions that developers find off-putting. The hunting mentality reduces people to targets, opportunities to numbers, and relationships to conversions. Developers sense this commodification immediately and disengage from recruiters who approach them as prey rather than…  ( 10 min )

In the symphony of men's fashion, individual garments play different roles. Some are subtle, others foundational. But then there's the men's coat – a piece that transcends mere functionality. It's not just "Beyond the Layer"; it's an undeniable statement, a sartorial cornerstone capable of "unveiling the power of a well-chosen men's coat" and profoundly impacting one's presence and overall style. The Transformative Nature of Outerwear Think of an outfit as a book. Your shirt and trousers might be the intriguing chapters, but your coat is the cover – the first impression, the defining aesthetic that sets expectations and communicates your essence. A coat has the unique ability to elevate, define, or even completely transform an ensemble. It's the most visible part of your cold-weather attir…  ( 8 min )

` Ever wondered how some websites seem to update instantly the moment you push new code to GitHub? That magical moment when you commit, refresh your live site, and — boom — all the changes are there. ✨ It’s not magic, though — it’s automation at work. Platforms like Vercel, Render, Netlify, or Heroku listen to your GitHub repository and automatically redeploy your project every time you push a change. This means your live site always stays up to date without touching an FTP client, terminal commands, or even logging into your server. Even if you’re running your own server — say, a DigitalOcean droplet — you can set up the same kind of automation using GitHub Actions, webhooks, or deployment scripts. Once configured, your site will update automatically whenever you push code. Why does this matter? Saves time: No manual uploads or restarts. Keeps everything consistent: Your dev changes reflect on the live site instantly. Peace of mind: Focus on coding, not deployments. It’s a small setup that makes a huge difference in your workflow — and once it’s in place, it feels almost like magic. ✨ If you want, I can walk you through setting this up step by step for your own projects, whether it’s Vercel, DigitalOcean, or any custom server. Happy coding! 💻 Well, I will be posting these kinds of blogs on a place called designndev.com, do check that out please. It will help you and me.  ( 6 min )

What is AWS Bedrock AgentCore? Amazon Bedrock AgentCore (AgentCore) is a suite of managed, modular services from AWS that enables organizations to build, deploy, and scale AI agents in production environments. It provides the essential runtime, identity, memory, observability, and integration layers that agentic AI applications need all without the complexity of provisioning or managing infrastructure (Serverless). AgentCore is runtime framework and model-agnostic, supporting open source agentic frameworks like LangGraph, CrewAI, and Strands Agents, and interoperating with MCP (Model Context Protocol) servers for tool discovery and integration. This flexibility allows developers to build agents that reason, plan, and act across APIs, data sources, and enterprise systems all within a secu…  ( 11 min )

📍 Introducción. Design System(DS) he tenido la oportunidad de trabajar con algunos y he visto detalles que creo que pudieran hacernos las vida mas fácil con un poco más de planeación así que averigüemos como nos va. 🎯 Define tu propósito. Un Design System(DS) no es un fin en sí mismo; es una respuesta a un problema de consistencia, escalabilidad y colaboración. Por eso antes de empezar, hazte las siguientes preguntas. ¿Para qué proyecto o ecosistema lo vas a usar? ¿Será un solo producto (Por ejemplo una app móvil o dashboard interno) o varios proyectos comparten la misma identidad visual? ¿Será solo visual o también funcional? Algunos DS nacen solo como guías visuales (Colores, tipografías, espaciado). ¿Quienes lo usarán? (Solo tu, o varios equipos) Si eres el único desarrollador, del DS…  ( 9 min )

TL;DR: Andrew Huang got early access to GRM Tools Atelier, a slick new modular music environment packed with unique global features and a jaw-dropping modulation system. He walks through its audio generators and processors, showing off how you can craft wild, evolving sounds in real time. He wraps up with his final thoughts on workflow and creativity—plus a friendly shout-out to GRM for the collab—while sprinkling in links to his plugins, courses, socials and gear recommendations. Watch on YouTube  ( 6 min )

Nono La Grinta brings raw energy to the COLORS stage with “LOVE YOU,” laying down every line in razor-sharp detail as a tantalizing preview of his upcoming debut project. This Paris-based rapper’s gritty delivery and uncompromising vibe make it a must-watch performance—stream it now and stay tuned for more. True to its minimalist ethos, COLORSxSTUDIOS continues to shine a spotlight on breakthrough artists with curated playlists, 24/7 live streams and a distraction-free setup. Follow on YouTube, TikTok, Spotify and through the COLORS newsletter to catch the next big thing. Watch on YouTube  ( 6 min )

Indys Blu channels pure heartbreak and poetic flair in her COLORS Show performance of “Saddest Song,” laying bare her New Orleans roots and soul-stirring vocals. Catch her vibe across TikTok, Instagram, and your favorite streaming services. COLORSxSTUDIOS keeps it clean and focused—no distractions, just emerging artists and original sounds on a minimalist stage. Dive into their 24/7 livestream, curated playlists, and more to discover what’s next in global music. Watch on YouTube  ( 6 min )

Dear Silas – Still Southern Playalistic | A COLORS SHOW Mississippi-born rapper and trumpeter Dear Silas brings his signature blend of crisp cadence and jazz-infused melodies to the COLORS stage with his latest single, “Still Southern Playalistic.” The performance highlights his dynamic flow and musicianship, proving he’s rewriting the rulebook on what southern hip-hop can sound like. Catch the full session on YouTube, stream the track wherever you get your music, and follow him on TikTok and Instagram for more of that southern swagger. Emily at COLORS keeps it minimalist so artists like Dear Silas shine bright—no distractions, just pure vibes. Watch on YouTube  ( 6 min )

TL;DR Jorja Smith stopped by the KEXP studio on August 8, 2025, to deliver a soulful live version of “The Way I Love You,” featuring Benjamin Totten on guitar. The laid-back session was hosted by Larry Mizell Jr. and captured by a top-notch crew—Kevin Suggs on audio, Matt Ogaz mastering and four camera operators (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht). Catch more from Jorja at her official site (jorjasmith.com) or dive into KEXP’s world at kexp.org. Watch on YouTube  ( 6 min )

Jorja Smith stopped by KEXP on August 8, 2025, for an intimate live take on “Try Me,” backed only by Benjamin Totten’s guitar and her soaring vocals. The stripped-down session highlights Smith’s raw talent in a cozy studio setting. Behind the scenes, host Larry Mizell Jr. guided the session while Kevin Suggs handled audio engineering and Matt Ogaz took care of mastering. A team of camera operators led by Jim Beckmann captured every angle, with Beckmann also taking on editing duties. Watch on YouTube  ( 6 min )

Jorja Smith drops by the KEXP studio for a stripped-down, soulful take on “Be Honest,” recorded August 8, 2025, with Benjamin Totten on guitar. With Larry Mizell Jr. hosting and a crack team—Kevin Suggs (audio engineer) and Matt Ogaz (mastering)—on deck, every note and nuance comes through crystal clear. A four-camera setup (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) captures the vibe, and editor Jim Beckmann stitches it all together. For more from Jorja or KEXP, hit up their websites. Watch on YouTube  ( 6 min )

Car Seat Headrest hit the KEXP studio on August 22, 2025, for a raw live take of “Gethsemane,” led by Will Toledo on vocals and guitar. Backing him up were Ethan Ives (vocals, guitar), Andrew Katz (drums, vocals), Seth Dalby (bass) and Ben Roth (keys), delivering that signature indie punch straight to your speakers. Hosted by Cheryl Waters, the session was engineered by Kevin Suggs, mastered by Julian Martlew, and captured on camera by Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht, with Scott Holpainen on the edit. For more tunes and behind-the-scenes action, swing by carseatheadrest.com or check out the full clip on KEXP. Watch on YouTube  ( 6 min )

Car Seat Headrest on KEXP Car Seat Headrest took over KEXP’s Seattle studio on August 22, 2025, delivering a rousing live rendition of “The Catastrophe (Good Luck With That, Man).” Will Toledo fronts the set on vocals and guitar with Ethan Ives doubling on both, Andrew Katz driving the beat (and chiming in on vocals), plus Seth Dalby on bass and Ben Roth on keys. Cheryl Waters hosts the session, Kevin Suggs nails the audio engineering, and Julian Martlew handles mastering. A four-camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht) captured every moment, with Scott Holpainen bringing it all together in the edit. Watch on YouTube  ( 6 min )

Car Seat Headrest Live on KEXP Car Seat Headrest dropped a fiery live take of “Planet Desperation” in the KEXP studio on August 22, 2025. Will Toledo leads the charge on vocals and guitar, joined by Ethan Ives (guitar/vocals), Andrew Katz (drums/vocals), Seth Dalby (bass) and Ben Roth (keys), all brought to you by host Cheryl Waters. Behind the scenes, Kevin Suggs handled the audio recording, Julian Martlew nailed the mastering, and cameras rolled under Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht, with Scott Holpainen editing. Stay tuned at carseatheadrest.com and kexp.org, or join the YouTube channel for perks! Watch on YouTube  ( 6 min )

We're moving from an economy where you're paid for what you know to an economy where you will paid for how you think about what you don't know yet. We're living through the greatest economic transformation since the agricultural revolution, and most people are completely unaware of it. The industrial economy was based on scarcity of resources. The information economy was based on scarcity of access. The attention economy was based on scarcity of focus. We're now entering the intelligence economy, where the scarce resource is the ability to synthesize, connect, and create novel insights from infinite information. Raw intelligence isn't enough anymore. Pattern recognition algorithms can already outperform humans at identifying correlations. What's becoming valuable is meta-intelligence: the …  ( 7 min )

link: https://recipeshare-ten.vercel.app/ https://github.com/viVeK21111/recipeshare  ( 6 min )

Many developers have experienced a strange phenomenon: when you curl a URL, you get a cache HIT or the expected content, but when opening the same URL in a browser, the page behaves differently, takes longer to load, or even shows a cache MISS. Let’s break down why this happens. 1. HTTP Requests Aren’t the Same Even though both curl and browsers send HTTP requests, there are key differences in headers that can change how the server or CDN responds. Common Differences: Header Browser curl (default) Effect User-Agent Sent automatically by the browser (e.g., Chrome, Firefox) curl default (curl/8.3) Some servers respond differently based on user-agent (mobile vs desktop, modern vs legacy). Accept-Encoding Usually gzip, br, deflate None unless specified Servers may compress content …  ( 7 min )

Ever deployed a machine learning model only to watch it slowly deteriorate in production? Your parking detection model performs flawlessly on day one, but three months later, it confidently labels empty spaces as “occupied,” leaving users frustrated. Welcome to model drift - No burnout. No downtime. Just intelligent, autonomous recovery I wanted something smarter. So, I built a self-healing parking detection system that continuously monitors its own performance, detects when accuracy declines, and automatically triggers retraining. No manual babysitting. No hidden degradation. Just intelligent, autonomous MLOps built for longevity. Being future-minded means building systems that anticipate problems before they occur. This project embodies that belief — creating ML models that not only wo…  ( 10 min )

When innovation, open-source AI, and developer creativity come together, great things happen. Last week, my project Sure AI won the Meta Track ($5000 USD) at the FutureStack GenAI Hackathon — an event that brought together developers worldwide to build cutting-edge generative AI solutions. Hosted by WeMakeDevs and sponsored by Meta, Cerebras, and Docker, the hackathon challenged participants to push the limits of what’s possible with modern AI — from blazing-fast inference to open-source LLM innovation and scalable containerized deployments. And that’s where Sure AI was born. Sure AI is a comprehensive platform that allows businesses to embed AI-powered agents directly into their websites — transforming the way they handle customer support, recruiting, and marketing. It’s built with …  ( 10 min )

This is a submission for the Auth0 for AI Agents Challenge What I Built Demo How I Used Auth0 for AI Agents Lessons Learned and Takeaways  ( 6 min )

Introduction: The RAG Revolution in HR Tech Retrieval-Augmented Generation (RAG) represents a paradigm shift in how AI systems access and utilize information. For HR applications—particularly AI-powered interviews—RAG solves a critical problem: how can an AI conduct role-specific, context-aware conversations without requiring manual programming for every job type? Having implemented RAG architecture in a production interview platform, I'll share technical insights, architectural decisions, and lessons learned from deploying RAG in the HR domain. Traditional AI interview systems use one of two approaches: 1. Rule-Based Systems: # Rigid, manually programmed if job_title == "Software Engineer": ask_question("Tell me about your experience with Python") elif job_title == "Marketing Manage…  ( 16 min )

This is a submission for the Auth0 for AI Agents Challenge What I Built Demo How I Used Auth0 for AI Agents Lessons Learned and Takeaways  ( 6 min )

Tired of messy tab chaos? Meet CyhTabs — a tiny, fast browser extension that saves your window as named tab groups and restores them instantly. Every time I switched tasks, I hated losing my browsing context — dozens of tabs scattered everywhere. I wanted something that’s: Instant to use Privacy-first (no remote servers) Lightweight and safe So I built CyhTabs, a simple browser extension that saves and restores tab groups locally — with a single click. 🏷️ Save & name your tab groups (title + timestamp) 🚀 One-click restore (open all group tabs in a window) 💾 Local-only storage (nothing uploaded) 🧩 Lightweight popup UI No clutter, just productivity. Install from Mozilla Add-ons: 👉 https://addons.mozilla.org/en-US/firefox/addon/cyhtabs/ Pin the icon and try saving your first…  ( 7 min )

I'm back! Today, definitely on the shorter side. I've had some thoughts when using git lately. squash - but it's kind of a big deal 🤔 interactive rebase, and select the commits to be squashed. soft reset then amended the commit - worked like a charm✨! And the thoughts? I guess I need to step up my git game - who knows how many things are lurking in the documentation that I'm not aware of due to habits. See you soon... tomorrow, hopefully!  ( 6 min )

After testing 100 ChatGPT prompts across creativity, business, and productivity, I discovered a few powerful lessons that completely changed how I use AI. In this post, I’ll share key takeaways that show you how to get real, expert-level results — plus the exact resources that helped me master prompt engineering. 👉 Read the full deep-dive and get access to 9000+ tested prompts here: Full Article Here →  ( 6 min )

Command Use Case Explanation ls List directory contents Displays files and directories in the current directory. Use ls -l for detailed info. cd Change directory Navigates between directories. Example: cd /home/user moves to /home/user. pwd Print working directory Shows the current directory path. Useful to confirm location. mkdir Create a directory Example: mkdir new_folder creates a new folder named new_folder. rmdir Remove empty directory Deletes an empty directory. Use rm -r for non-empty ones. rm Remove files or directories Deletes files (rm file.txt) or directories (rm -r folder). cp Copy files and directories Example: cp file.txt /backup/ copies file.txt to /backup/. mv Move or rename files Example: mv old.txt new.txt renames old.txt to new.txt. cat View file con…  ( 8 min )

If you’ve ever felt like Git has a personal vendetta against you, you’re not alone. Even after years of coding, Git still manages to surprise me—in all the wrong ways. I’ve pushed to the wrong branch, deleted files I needed, and once even leaked an API key (yep, that happened). These are the five Git mistakes I’ve made most often—and how you can fix them fast when they happen to you. You’re in the zone, commit your work, and only then realize—you were on main. Again. # Move the commit to a new branch git branch feature-branch git reset HEAD~ --hard git checkout feature-branch This moves your commit to a new branch, resets main, and switches you over. Lesson learned: Always run git status before committing. It’s a small habit that prevents big headaches. We’ve all done it: A week later, yo…  ( 7 min )

The Two Approaches to AI Governance: Regulatory Governance vs Inclusive Governance When it comes to AI governance, two approaches stand out: Regulatory Governance and Inclusive Governance. While they may seem like opposing forces, understanding their nuances can help us create a more harmonious and effective AI ecosystem. Regulatory Governance: The 'Speed Limit' Approach Regulatory Governance focuses on establishing strict laws and standards to govern AI development and deployment. This approach is akin to a 'speed limit' for AI, setting clear boundaries and consequences for non-compliance. Regulatory Governance is essential for ensuring accountability, transparency, and fairness in AI decision-making. For instance, the European Union's General Data Protection Regulation (GDPR) sets strict guidelines for data protection, while the US Federal Trade Commission (FTC) has issued guidance on AI-powered marketing. Inclusive Governance: The 'Design for Everyone' Approach I... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

I Was a 21-Year-Old CTO: Here's Why I Walked Away Francisco Luna ・ Oct 18 #webdev #career #programming  ( 5 min )

⚡ I recommend "spaCy" for its cutting-edge performance in NLP tasks. This lightweight library utilizes modern techniques like transformer-based architectures and subword tokenization to deliver efficient and accurate results. A unique use case is sentiment analysis in customer reviews, where spaCy's pre-trained models and entity recognition capabilities allow for rapid identification of positive and negative sentiments, and even pinpointing specific phrases or sentences responsible for the sentiment shift. For instance, in a retail setting, spaCy can be used to analyze customer reviews on a product page, identifying both the overall sentiment and key phrases that contribute to it. This enables businesses to quickly respond to customer concerns, improve product offerings, and ultimately drive sales. The library's performance and ease of use make it an ideal choice for a wide range of NLP applications, from text classification and language modeling to entity recognition and language ... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

The Dark Side of Computer Vision: How Adversarial Examples Can Fool Even the Most Advanced Models Computer vision models have revolutionized industries such as healthcare, transportation, and security by enabling machines to interpret and understand visual data from images and videos. However, these models are not immune to being deceived by cleverly crafted adversarial examples, which can resemble optical illusions like the Kanizsa triangle. What are Adversarial Examples? Adversarial examples are specifically designed inputs that can fool machine learning models into producing incorrect output. These examples are often created by introducing subtle distortions or perturbations to an image, making them difficult for even the most advanced algorithms to distinguish from genuine data. The Kanizsa Triangle: A Classic Optical Illusion The Kanizsa triangle is a classic example of an optical illusion, where the human brain is tricked into perceiving a triangle even though... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

GRM Atelier is a fresh, software-based sound design playground from GRM Tools, and Andrew Huang got early access to demo its standout features. He walks you through the unique global modulation system, audio generators, processors, and overall workflow in bite-sized chapters (0:57 overview, 5:24 modulation deep-dive, 10:34 generators/processors, 16:31 final thoughts). If you love experimental plugins and want a fun, informal tour packed with practical tips (and yes, affiliate links), this video makes a solid case for adding GRM Atelier to your sonic toolkit. Watch on YouTube  ( 6 min )

Paris-based rapper Nono La Grinta lands every line with razor-sharp precision and unfiltered grit in his COLORS performance of “LOVE YOU,” a taste of his forthcoming debut project. The stripped-back stage puts his raw energy front and center, letting his uncompromising style shine. You can stream the full show on COLORS, follow Nono on TikTok and Instagram, and dive into COLORSxSTUDIOS’ curated playlists, 24/7 livestream and social channels for more fresh, boundary-pushing talent. Watch on YouTube  ( 6 min )

Indys Blu delivers raw emotion in “Saddest Song” New Orleans vocalist Indys Blu takes center stage on A COLORS SHOW with a heart-wrenching, poetic performance of her single “Saddest Song,” blending soulful vocals and authentic storytelling. COLORSxSTUDIOS stays true to its minimalist aesthetic, spotlighting fresh, distinctive talent in distraction-free sets and offering curated playlists, livestreams, and socials to keep you tuned into new sounds. Watch on YouTube  ( 6 min )

Mississippi-born rapper and trumpeter Dear Silas lights up COLORS with an electrifying, jazz-infused performance of his new single “Still Southern Playalistic,” blending crisp flow and warm brass over a stripped-back stage that puts his talent front and center. Dive into the full show on COLORS’ YouTube channel, and keep the vibes going with their curated playlists, 24/7 livestream, and a global mix of fresh, boundary-pushing artists. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis live on KEXP Circles Around the Sun teamed up with harpist and vocalist Mikaela Davis for a full KEXP studio session recorded August 21, 2025. They ripped through three mesmerizing tracks—“Hot Pursuit,” “After Sunrise” and “Moonbow”—showcasing a blend of driving rhythms, lush keyboards and ethereal harp lines. Anchored by Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar), with Mikaela’s harp and vocals front and center, this performance was hosted by Troy Nelson and captured by engineer Kevin Suggs, mixer Dan Horne and mastering guru Matt Ogaz. Catch more at circlesaroundthesun.bandcamp.com or dive into KEXP’s archives at kexp.org. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” (Live on KEXP) Jorja Smith delivers a soulful, stripped-back rendition of “With You” live in the KEXP studio, recorded August 8, 2025. Backed only by Benjamin Totten’s warm guitar tones and guided by host Larry Mizell Jr., this performance captures raw emotion and pure musical chemistry. Behind the scenes, Kevin Suggs engineered the session, Matt Ogaz handled mastering, and a crack camera team (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) brought it all to life—Jim Beckmann even tackled the edit. Dive deeper at jorjasmith.com or kexp.org for more exclusive live sessions. Watch on YouTube  ( 6 min )

TL;DR Jorja Smith rocked a live in-studio performance of “The Way I Love You” at KEXP on August 8, 2025, backed by guitarist Benjamin Totten. The session was hosted by Larry Mizell Jr., engineered by Kevin Suggs, and mastered by Matt Ogaz, with a talented crew of camerawork and editing pros capturing every soulful note. Catch the full video on KEXP.ORG or dive deeper into Jorja’s world on her official site—plus, join KEXP’s YouTube channel for exclusive behind-the-scenes perks! Watch on YouTube  ( 6 min )

Финальный тест обложки 987654321.  ( 6 min )

The frontend world evolves fast — frameworks update, workflows change, and AI is reshaping how we code. So what should a modern frontend developer know in 2025? In this blog, we break down: ✅ Must-have tools & frameworks for 2025 ✅ AI-powered coding assistants ✅ Performance optimization best practices ✅ Developer productivity boosters ✅ Future trends shaping frontend development Whether you're just starting out or scaling your workflow, this survival kit will keep your skills sharp and your projects future-proof. 👉 Read the full guide here: frontendtools.tech/blog/frontend-developer-survival-kit-2025 Frontend #WebDevelopment #DeveloperTools #JavaScript #CSS  ( 6 min )

So here's the thing: in many ways, C# is similar to Java; unfortunately, I can't warble all those technical fancies that my senior developers (some of whom may be reading my post) have no issue mentioning since it's been their responsibility to KNOW them. I am talking about garbage collection, memory management, and those low-level things—I haven't gotten there yet, I guess. Being lazy sometimes comes as a superpower and unlocks innovation. Here's to a strict typeset future ahead, with many bumps and detours that eventually make me like you, my good sir. Yes you!  ( 6 min )

Test  ( 6 min )

Step 1: Launch Your Redis Sandbox The environment will boot up instantly, and you'll be dropped into a terminal. Redis is already running in the background. Now, you might be tempted to check the connection the usual way: # redis-cli ping Could not connect to Redis at 127.0.0.1:6379: Connection refused It fails. But this isn't an error—it's by design. The reason is fundamental to how these browser-based sandboxes work. root@localhost:/workspace# cat /etc/redis/redis.conf # To listen on a Unix socket, specify the path to the socket file unixsocket /tmp/redis.sock # Set permissions for the socket file unixsocketperm 777 # Disable TCP listening by setting the port to 0 port 0 # Run Redis in the background daemonize yes This configuration is perfectly suited for a browser sandbox: root@localhost:/workspace# redis-cli -s /tmp/redis.sock ping root@localhost:/workspace# PONG And that's it. You're connected. Want to see this in action for yourself? Head over to https://stacknow.io to launch a Redis environment or any other development sandbox instantly in your browser and experience the future of cloud development firsthand.  ( 7 min )

Built in Pure Python + Tkinter It started as a small side project — just a cheerful, nostalgic mini-game. You roll dice, collect points, and watch cartoon faces react to your luck — all made entirely in pure Python. 🧩 Gameplay Roll dice to get as close to 21 points as possible — Decide whether to roll again or stop, then watch your AI opponents — Cheburashka and Gena — take their turns automatically. 🖼️ Features 🎮 Cartoon-styled interface Run it instantly: python game21.py GitHub → github.com/renocmon-cloud/Game21_v8_1 Website → belcantorest.me 🎨 Design & UI A custom CartoonButton class makes Tkinter look alive — rounded corners, shadows, gradient fills, and small “bounce” animations. Each theme (Sunny ☀️, Ocean 🌊, Mint 🌿) has its own color palette, or you can let it switch automatically for variety. 🎵 Sound & Music No sound files — just math. 🧠 Lessons Learned Tkinter can look modern with creativity Procedural art and sound are pure joy SQLite is perfect for small games Simplicity can be surprisingly powerful 💬 Conclusion Game 21 — Cheburashka & Gena is a love letter to simplicity and charm. No frameworks, no assets — just Python, imagination, and a bit of nostalgia.  ( 7 min )

As your AWS infrastructure grows from a handful of resources to hundreds or even thousands, keeping track of everything becomes a real challenge. Which EC2 instance belongs to the development environment? What's the monthly cost of your production databases? Who owns that mysterious S3 bucket that's been running for months? If these questions sound familiar, you're not alone – and you're about to discover why AWS resource tagging is one of the most underutilized yet powerful tools in a developer's toolkit. Resource tagging might seem like administrative overhead at first glance, but it's actually a game-changer for modern cloud development. Think of tags as metadata labels that transform your chaotic cloud environment into an organized, searchable, and manageable ecosystem. Whether you're …  ( 8 min )

Freelancers lose thousands every year by undercharging. Most use outdated “rate calculators” that ignore real-world factors like skill level, project complexity, or market demand. That’s why I built Infucial No guesswork. No undervaluing. Just smart, data-backed pricing. ✅ Analyze project complexity, urgency, and market rates 💰 If you’re charging $30/hour when you should be at $60, you’re losing $31,000+ every year. 👉 Try it free at Infucial.com 💬 What’s your biggest struggle with pricing your freelance work? Drop a comment — let’s fix it together. Tags: #freelancing #ai #side-project #solopreneur #webdev #pricing #career #productivity  ( 6 min )

So, you've heard about Laravel, the most popular PHP framework for a reason. It's elegant, powerful, and makes web development a joy. But starting can seem daunting. Worry not! This guide will walk you through creating your very first Laravel application, from setting up your environment to running a "Hello, World" page. What We'll Cover: Setting Up Your Environment Installing Laravel Understanding the Project Structure Running Your Development Server Creating Your First Route & View Step 1:Setting Up Your Environment For Ubuntu/Linux Users 1.Update Your Package List sudo apt update 2.Install PHP with Required Extensions sudo apt install php php-cli php-fpm php-json php-common php-mysql php-zip php-gd php-mbstring php-curl php-xml php-bcmath php-json 3.Install Composer curl -sS http…  ( 8 min )

Why I built it: I love complex stories, but I always forget who’s who when I come back to a book. What it does 🧩 AI-generated summaries per chapter 🌌 Visual character relationships (interactive graph) 📝 Personal notes and book wiki 👉 Try it here → booklaxy.com How I built it Tech stack: What I learned Gemini handles multilingual books well, but prompt updates can break old results => always test to avoid regressions! (more complex that the basic tests) AI integration with the App is always heavier than it looks: design, async logic and retries add unexpected complexity. Looking for feedback I’d love to get feedback from fellow builders: How would you improve the onboarding UX? For those who’ve built prompt-based AI APIs, any tricks to keep things stable and efficient? :)  ( 6 min )

Hey everyone 👋 After years of building production Flutter apps, I kept running into the same problem: as projects grew, state management got messy. What started as clean architecture would eventually turn into a tangled web of dependencies. Business logic leaking into widgets, tightly coupled components, and tests that were painful to maintain. I tried everything: Provider, Riverpod, BLoC, GetX, etc. All great in their own ways, but none gave me the modularity and scalability I was looking for. So, I built something new: Event–Component–System. A Flutter package for radical separation of concerns: Components: Pure data, no logic Systems: Pure logic, no data Events: Communication without coupling It’s not just another state management library. it’s a new way to structure your app. If you’re curious about the reasoning and the journey behind it, checkout my detailed article here: https://medium.com/@dr.e.rashidi/flutter-ecs-rethinking-state-management-for-flutter-apps-bd224da10881  ( 6 min )

Why Database Caching Transforms Application Performance Database queries are expensive. Every round trip to your database involves network latency, query parsing, execution planning, disk I/O, and result serialization. When you're serving hundreds of requests per second, these milliseconds add up quickly. A typical database query might take 50-200ms, while fetching from cache takes 1-5ms – that's a 10-40x improvement right there. But the benefits go beyond raw speed. Caching reduces database load, which means your existing infrastructure can handle more users without upgrades. It improves reliability by providing a buffer when your database is under stress. And it can significantly reduce your cloud computing costs – cache servers are typically much cheaper than database instances. Key b…  ( 19 min )

Introduction Manual testing can quickly become a problem in your development workflow. Every time you need to remember to run tests. This process would not only waste valuable time but also increase the risk of human error; it's quite very common to forget a test or accidentally merge faulty code when you're in a hurry. That's why this article is important because it introduces how you integrate Jasmine tests with GitHub Actions to create a fully automated testing pipeline, and walks through how to write sample tests and automate them to run on every push or pull request made in your future projects. So you no longer manually run your test, you push with a crossed finger, hoping you pass. Before diving into this tutorial, you'll need: Node.js (v16+) and npm installed on your machine Basi…  ( 11 min )

I’m building SoloBase for solo UX/UI designers. The idea: turn a static portfolio into a Working Room—a single page (a FlowNote) where you can show the work, host the discussion, and get paid. Portfolios don’t close deals. Working Rooms do. Portfolios are great for showing taste. But when a real project starts, the work spreads out—email threads, DMs, docs, invoices, random links. Context gets lost and momentum dies. I want a different default: one page per engagement where everything happens. I call it a Working Room. What’s inside a Working Room (a FlowNote) A FlowNote is a focused page that acts like a micro-workspace: Show the work Host the discussion Get paid Outcome: the client always has a single link where work → discussion → payment connects. Why this is opinionated on purpose O…  ( 7 min )

Why React Native Will Outrun Native Development in 2024 (and How to Ride the Wave) In the last few years, we've seen React Native quietly gain ground as more developers and companies move away from traditional native development. But 2024 could be the tipping point. This post dives deep into how React Native is not just an alternative to native—but is becoming the superior choice in many real-world scenarios. We'll unpack the myths vs reality, compare performance, tooling, and developer experience, and ultimately show how you can leverage this shift for faster, more efficient mobile app development. Despite being around since 2015, React Native still faces skepticism: "It’s not truly native." "You lose performance." "It’s hard to integrate native modules." Let’s tackle these myths head o…  ( 9 min )

Andrew Huang’s got his hands on GRM Tools Atelier, a fresh music-making environment that blends intuitive global controls with an insane modulation matrix. He thanks GRM for early access, incorporating his feedback, and even commissioning the video—so you know this tour is as insider as it gets. Dive in with handy timestamps: 0:57 for unique global features, 5:24 for groundbreaking modulation, 10:34 for audio generators and processors, and stick around for Andrew’s final thoughts on why Atelier could be the next staple in your studio. Watch on YouTube  ( 6 min )

Nono La Grinta, a Paris-based rapper, delivers a gritty, precision-packed rendition of “LOVE YOU” on A COLORS SHOW, giving us a taste of his forthcoming debut. His razor-sharp flow and uncompromising presence make every line hit hard. COLORSxSTUDIOS keeps its signature minimalist vibe, spotlighting breakout talent and pure sounds. Between 24/7 streams, curated playlists and a global artist roster, it’s all about letting the music do the talking. Watch on YouTube  ( 6 min )

Indys Blu takes the A COLORS stage with her single “Saddest Song,” delivering a raw, poetic performance that drips with heartbreak and soulful vibes straight out of New Orleans. Catch the full video and stream the track online, follow her on TikTok and Instagram, and dive into COLORS’ minimalist showcases for more standout artists and original sounds. Watch on YouTube  ( 6 min )

Dear Silas, a Mississippi-born rapper and trumpeter, brings crisp, jazz-infused melodies and slick cadences to his latest single “Still Southern Playalistic” on A COLORS SHOW. His electrifying performance highlights both his vocal flow and trumpet chops, delivering a fresh Southern vibe. A COLORS SHOW keeps things minimalistic to spotlight emerging talent—no distractions, just pure music. Catch the full performance on streaming platforms, explore their curated playlists, and follow COLORS on social media for more standout artists. Watch on YouTube  ( 6 min )

Jorja Smith dropped a stunning live take of “With You” at KEXP’s studio on August 8, 2025, backed by guitarist Benjamin Totten. Her soulful vocals shine in this intimate performance recorded for KEXP’s audience. Hosted by Larry Mizell, Jr., the session was engineered by Kevin Suggs and mastered by Matt Ogaz. Cameras rolled thanks to Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht, with Beckmann also handling edits. Check it out on KEXP or Jorja’s website, and pop over to the YouTube channel to join for extra perks! Watch on YouTube  ( 6 min )

Jorja Smith — “Try Me” (Live on KEXP) Jorja Smith heats up the KEXP studio with a raw, soulful take on “Try Me,” recorded August 8, 2025, featuring Benjamin Totten’s killer guitar. Host Larry Mizell Jr. kept the vibes flowing while audio wizard Kevin Suggs and mastering ace Matt Ogaz made sure every note popped. Cameras by Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht (with Beckmann on the edit) capture every moment of the magic. Dive deeper at jorjasmith.com or kexp.org—and join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith took over the KEXP studio on August 8, 2025 for a spirited live rendition of “Be Honest,” backed by Benjamin Totten’s guitar and hosted by Larry Mizell Jr. The stripped-down session puts her soulful vocals front and center, with engineering by Kevin Suggs and mastering by Matt Ogaz. A talented camera crew (Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht) captured every moment, and Jim Beckmann brought it all together in the edit. You can catch the full performance on KEXP’s YouTube channel—consider joining for extra perks and deep dives into more killer sessions. Watch on YouTube  ( 6 min )

Car Seat Headrest – “Gethsemane” Live on KEXP Car Seat Headrest dropped by KEXP on August 22, 2025 for a raw, intimate rendition of “Gethsemane.” Will Toledo and Ethan Ives traded vocals and guitars, backed by Andrew Katz on drums, Seth Dalby on bass and Ben Roth laying down moods on keys. Hosted by Cheryl Waters and captured by Kevin Suggs (audio) and Julian Martlew (mastering), with Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht on cameras (edited by Holpainen), this session is pure garage-meets-indie magic. Dive deeper at carseatheadrest.com or kexp.org. Watch on YouTube  ( 6 min )

Car Seat Headrest stopped by the KEXP studio on August 22, 2025, to deliver a raw, live take on “Planet Desperation,” led by Will Toledo (vocals, guitar) alongside Ethan Ives, Andrew Katz, Seth Dalby, and Ben Roth. Cheryl Waters hosted the session, with Kevin Suggs engineering audio and Julian Martlew handling mastering to capture every punchy drum hit and guitar riff. Shot by Jim Beckmann, Carlos Cruz, Scott Holpainen, and Luke Knecht and edited by Scott Holpainen, this performance adds to KEXP’s legacy of breaking new indie sounds. For more Car Seat Headrest and full session details, head to their official site or KEXP’s channel. Watch on YouTube  ( 6 min )

This is a continuation of my series of articles about horizontal scaling of databases. In the first part, we discussed these topics in theory, including consistent hashing, the pitfalls of traditional hashing, and the challenges that sharding introduces at the application layer. Check it out if you haven’t already before moving forward. In this section, we will focus on the practical implementation of PostgreSQL sharding with a FastAPI backend application. As a demonstration, we'll build a link shortener app to avoid distractions from the business logic and focus more on the infrastructure and concepts of distributed database systems. This is the repository with the complete code - https://github.com/Artemooon/postgres-shards First, we need to start a local cluster with Postgres instances.…  ( 10 min )

I built a real-time Sri Lankan Rupee (LKR) currency detector using YOLOv8, ESP32-CAM, and DFPlayer Mini to provide audio feedback. The goal is to create a low-cost assistive tool that helps blind and visually impaired users identify money independently. For many visually impaired individuals, identifying banknotes is a daily challenge. While some mobile apps exist, they often require smartphones or lack support for local currencies. I wanted to build a dedicated embedded device — simple, affordable, and tailored for Sri Lankan Rupees — that gives instant audible feedback. My project, Sri Lankan Currency Detector, combines modern computer vision with accessible hardware to deliver fast, reliable, and practical results. At the heart of the system lies the YOLOv8n model, chosen for its speed…  ( 7 min )

We often reach for tools that solve immediate problems. When it comes to hydrating objects from raw data, many of us see the ObjectMapper component as a simple tool for turning an array into a DTO. A convenient shortcut, but nothing more. This view sells it short. The symfony/object-mapper is not just a simple hydrator; it’s a powerful, configurable facade built on top of the robust Serializer component. By understanding its deeper capabilities, you can solve complex, real-world data transformation challenges with surprisingly elegant and maintainable code. In this article, I’ll move beyond the basics and explore non-trivial use cases using a Symfony 7.3 codebase. I’ll tackle: Mapping data to modern, immutable DTOs with constructor promotion. Effortlessly handling nested objects and collec…  ( 11 min )

Hello friends, Python remains one of the most in-demand programming languages across industries, whether you're automating workflows, analyzing data, building web apps, or diving into AI and machine learning. But learning Python effectively depends a lot on who teaches you or which teacher or course you choose. Over the last few years, I've taken dozens of Python courses on Udemy, and I've learned that some instructors consistently stand out for their teaching clarity, project-based approach, and regular course updates. In this article, I'll introduce you to five of the best Udemy instructors to learn Python from in 2025. Whether you're just getting started or looking to master advanced topics, these instructors have courses tailored for every level. Another key thing I want to share wi…  ( 9 min )

I've always liked reading blogs, and have used several feed readers in the past (Feedly, for example). For a long time I was thinking it would be fun to write my own RSS reader, but instead of diving into the challenge, I did the next best thing, which was finding a decent one, and learning how to self host it. In this post I will tell about the self hosting I do, and end by sketching the setup. Miniflux is a "minimalist and opinionated feed reader". I host my own instance at https://rss.fredrikmeyer.net/ It is very easy to set up using Docker, see the documentation. I do have lots of unread blog posts 🤨. I host a Grafana instance, also using Docker. What first triggered me to make this instance was an old project (that I want to revive one day): I had a Raspberry Pi with some sensors me…  ( 8 min )

Something light for the weekend... You know you’ve been in dev mode for way too long when… ☕ Coffee stops working — you’re not drinking it for energy anymore, just for emotional support. 🐛 You start talking to bugs like they’re colleagues. “Oh, you again? I thought I fixed you last sprint.” 🦆 The rubber duck understands you better than your manager. 💡 You solve a bug at 2:37 AM, whisper “finally!”, then forget what the fix was by morning. 🎯 You open your laptop ‘just to check one thing’ on Saturday, and suddenly it’s Sunday evening. 🔄 You rename the same variable six times, and each version makes less sense than the last. data, newData, finalData, finalData_v2, data_final_FIX, final_final_REALLY_FINAL. 🔥 You fix one issue — three new ones appear. 💬 You say “it works on my machine” like a daily affirmation. 🧩 Your code compiles, and you celebrate like you just won a Grammy. And yet… somehow, after all that chaos, all those late nights, you still love it. You still come back. So yeah, maybe you’re tired. Maybe you’ve been staring at the screen for too long. Take a break. Then come back and break things again. 😉 💬 Which one hit closest to home?  ( 7 min )

Pernah kepikiran gimana cara mengenali apakah seseorang membuka website kamu dari perangkat yang sama atau berbeda tanpa harus login dulu? browser fingerprinting. Setiap browser dan perangkat punya kombinasi karakteristik yang unik, misalnya: Jenis browser (Chrome, Firefox, Edge, dll) Sistem operasi Resolusi layar Bahasa dan zona waktu Font dan plugin yang terpasang Renderer GPU (melalui WebGL) Kombinasi semua informasi itu bisa dijadikan “sidik jari digital” (browser fingerprint). Salah satu library paling populer untuk melakukan ini adalah FingerprintJS. Berikut contoh implementasi paling sederhana untuk menampilkan visitorId (fingerprint unik) di halaman web kamu: <meta name="viewport" content="width=device-width, in…  ( 7 min )

Introduction Network security and reconnaissance are essential skills for cybersecurity professionals. In this blog post, we will build a Python-based network scanner that performs ARP scanning, port scanning, and DNS resolution using the scapy, socket, dns.resolver, and threading libraries. We will also use rich for better console output. Perform an ARP scan to discover active hosts on the network. Scan common ports on discovered hosts. Resolve DNS records for a given domain. The script accepts command-line arguments using argparse to select between port scanning and DNS scanning. The Address Resolution Protocol (ARP) scan sends requests to devices in the network and collects responses to determine active hosts. For each discovered active host, the script attempts to connect to common…  ( 8 min )

7월 20일에서 10월 20일까지 프론트엔드 개발자 보조(Frontend Developer Asssitant)로 일하였는데요. 3개월 일하면서 들었던 생각을 정리했습니다. 대학생 시절에는 과제나 프로젝트를 수행할 때 주어진 요구사상을 정직하게 구현하려고만 노력했습니다. 동아리 프로젝트, 개인프로젝트, 학교 수업 프로젝트 등 어떤 프로젝트를 하더라도요. 마감기한을 지키지 못하는 경우도 많았지만 제 인생에 발목을 잡지 않아서 문제의식을 느끼지 못했습니다. 리액트 네이티브 프로젝트를 할 때는 스토리북 세팅과 빌드 환경 세팅에 대부분의 시간을 할애해서 기능 구현을 하지 못했지만 학점 A+를 받았으니 별 문제의식을 느끼지 못했습니다. 지금이라면 리액트 네이티브를 사용할 필요성을 굳이 못느끼고 거의 대부분의 코드를 웹 기술을 사용하여 웹뷰로 작성했을테지만요. 요구사항이 복잡한 경우도 드물고 마감기간도 꽤 널널한 편이었기에 더욱더 요구사항을 성경처럼 받아들이고 어떻게든 기술을 디깅해서 문제를 해결했었습니다. 지금 돌아보니 굉장히 고지식한 학부생이었습니다. 하지만 회사에서 개발을 할 때는 이미 추상화된 모듈들이 복잡하게 얽혀있었고 요구사항의 난도도 높은 경우가 많았습니다. 요구사항을 그대로 지켜서 구현할 때 과도하게 개발 리소스를 사용할 것이 훤히 눈에 보였습니다. 회사에서는 어떻게든 마감기간을 지켜야 회사에게도, 저의 경력에도 이로울 것을 알고 있었기에 다른 방법을 찾아야만 했습니다. 그래서 요구사항을 제시한 디자이너 또는 데이터 분삭가 분에게 개발 리소스가 덜 드는 방법을 제안하고, 이해할 수 있을 정도의 '최소 구현'만 한 뒤에 피드백을 부탁하였습니다. 대부분의 경우에 안 된다는 부정적 답변보다는 방향성은 괜찮고, 마이너한 미세 수치 조정이 필요하다는 답변을 받았습니다. 저는 그렇게 소위 가벼운 말로 '쇼부치는 흥정맨'이라는 수식어를 달게 되었습니다.  ( 6 min )

As part of HNG 13, I built a small yet complete FastAPI microservice called Catme — an API that returns developer profile info along with a random cat fact fetched asynchronously from catfact.ninja. This is my first time using FastAPI and it was quite interesting that it repped its name pretty well... I had some hands-on exercise in async programming, structured error handling, and rate-limiting — . Async API Calls httpx.AsyncClient to make non-blocking requests to the Cat Facts API — it wasn't necessary given the small scale of the app but it doesn't hurt to use it, so why not? Rate Limiting with SlowAPI slowapi to protect the endpoints from abuse. Not sure why any would want to abuse a cat but you never know. /me → 5 requests/min /health → 10 requests/min Timestamping with UTC Aware…  ( 7 min )

Problem TL;DR : use HMAC-SHA256 Every once in a while there is a need to perform data sanitization on personal data to be in compliance with local regulations and with the common sense. Kongo Gumi and even though if you have doubts on whether to keep the data - consider that following the information theory all data is asymptotically public or deleted. It's no more a question if, and just a question when. Designing a system right now requires consideration of the recent achievements in the domain of post-quantum cryptography Let's consider a simple use case with vehicle registration plates : we get the incoming flux of data from the speed cameras and we wish to understand the patterns leading to the excessive speeding, in this context it's a good idea to replace the license plate number …  ( 7 min )

If you want to evaluate whether you have mastered all of the following skills, you can take a mock interview practice. Click to start the simulation practice 👉 Mock Interviews – AI Mock Interview Practice to Boost Job Offer Success As a seasoned recruiting director, I've spent my career analyzing the talent currents of the tech industry. Today, I'm turning my lens to Google's Devices and Services division. After meticulously reviewing over 500 job descriptions recently posted on Google's official careers portal (https://www.google.com/about/careers/applications/jobs/results), a clear and compelling narrative has emerged. This isn't just about filling seats; it's a strategic mobilization that signals a fundamental shift in how Google envisions the future of computing. We are witnessing the…  ( 22 min )

I Fried ChatGPT With ONE Simple Question is a playful dive into how far AI “expertise” can stretch, as the host peppers ChatGPT with a deceptively straightforward query just to see if it folds under pressure. Along the way you’ll find links to Vsauce’s deep-dive video and The Scale Matrix resource for over 25 guitar scales. Huge thanks go out to a massive crew of Beato Club supporters—from Justin Scott, Terence Mark, and Jason Murray to, well, way too many to name here (including Piush Dahal, Toby Guidry, and all the rest)—for keeping the riffs rolling and the content alive. Watch on YouTube  ( 6 min )

It’s been over two decades since the cult-favorite Vampire: The Masquerade – Bloodlines first arrived, and at last its long-awaited sequel is on the horizon. Bloodlines 2 plunges you back into the shadowy World of Darkness, promising a fresh vampire RPG full of intrigue, choice-driven gameplay, and gothic atmosphere. Watch on YouTube  ( 6 min )

Pokemon Legends: Z-A Review Pokemon Legends: Z-A shakes up the formula by translating its classic turn-based battles into fast-paced, real-time encounters that actually feel satisfying. Unfortunately, the game’s visuals and general presentation fall flat, leaving a mixed experience that’s fun to play but rough around the edges. Watch on YouTube  ( 6 min )

Ghost of Yotei Ending Explained Creative Director Jason Connell and Co-Director Ian Ryan unpack Atsu’s journey from revenge-driven samurai to a hero wrestling with the cost of violence. They highlight how Jubei’s mentorship and Kiku’s timely introductions weave smaller character beats into the backdrop of an all-out war, balancing big battle sequences with personal stakes. The episode also dives into the surprise Kitsune reveal, the Oni’s looming shadow, and the parallels between family ties and inner demons. Plus, Spider’s redemption—his fraught relationship with brother and father—and talk of an alternate ending show just how much heart and vulnerability fuel this power fantasy. Watch on YouTube  ( 6 min )

Vampire: The Masquerade – Bloodlines 2 might not break any new ground in ambition or polish, but it more than makes up for its rough edges with deeply engaging gameplay loops and stunningly crafted environments. Add in a solid, twisty storyline and a cast of unforgettable characters, and you’ve got a vampire romp that still feels fresh—and well worth sinking your teeth into. Watch on YouTube  ( 6 min )

Call of Duty: Black Ops 6 just got a serious upgrade with “The Haunting: Predator Badlands” trailer—featuring the iconic alien hunter dropping straight onto the battlefield. From its cloaking device to its plasma caster, players can now unleash Predator’s full arsenal in both Black Ops 6 and Warzone. The Predator bundle is live and ready to hunt! Watch on YouTube  ( 6 min )

Game Scoop! dives into Rolling Stone’s recently published top 20 NES games list, offering playful takes and verdicts on whether each classic truly deserves its spot. For more in-depth debates and retro gaming goodness, catch full episodes of IGN Game Scoop! on YouTube or wherever you get your podcasts. Watch on YouTube  ( 6 min )

In Pokémon Legends: Z-A, after snagging Totodile, Chikorita, Tepig and even Froakie, Chespin, and Fennekin, you can finally add the OG Kanto starters—Charmander, Squirtle, and Bulbasaur—to your squad. A handy video guide breaks down exactly how to get them and shows off their Mega Evolutions in all their glory. Watch on YouTube  ( 6 min )

Baahubali: The Epic throws us into the world of Sivudu, a river-rescued orphan raised in a hidden tribal village. When a fallen warrior’s mask sparks his curiosity, he scales a massive waterfall to discover a kingdom under the grip of a ruthless ruler. Alongside rebel fighter Avantika, he breaks into the palace to free the imprisoned princess Devasena, only to learn he’s actually Mahendra Baahubali—the rightful heir bearing the legacy of his noble father, Amarendra. With Kattappa and the rebels at his side, Mahendra must topple the jealous Bhallaladeva and reclaim Mahishmati’s throne. Re-edited into a single, fully remastered spectacle by director S.S. Rajamouli, this epic saga lands in theaters worldwide on October 31, 2025—complete with fresh surprises and jaw-dropping scale. Watch on YouTube  ( 6 min )

Rooster Fighter Official English Dub Trailer Drops! IGN just unleashed the English-dubbed trailer for Rooster Fighter, hyping up the cluck-filled chaos ahead. Get ready for heroic hens, fierce battles, and plenty of poultry-powered action! The series is slated to stream Spring 2026—mark your calendars and sharpen those beaks! #IGN #Anime Watch on YouTube  ( 6 min )

Rooster Fighter just dropped its official anime opening, showcasing DARUMA ROLLIN’ rocking out to “What’s a Hero?!”. The energetic visuals give a taste of the badass rooster-themed action headed our way. Get hyped—this feathery frenzy hits screens Spring 2026! #IGN #Anime Watch on YouTube  ( 6 min )

TL;DR We loaded up Pokémon Legends: Z-A on both the original Switch and the new Switch 2 to see how much of a leap the upgrade really is. Spoiler: you get noticeably sharper textures, better anti-aliasing that smooths out those jagged edges, and more stable framerates—especially in busy environments or when battling big legendaries. Is it a night-and-day difference? Not exactly, but if you’re big on graphics and performance, the Switch 2 version feels more polished overall. We’ll let you decide if it’s worth the jump. Watch on YouTube  ( 6 min )

I originally planned to wrap up this series in this part. However, while reviewing my code, I realized there’s a section that could greatly benefit from some additional attention and refinement before concluding this mini-project. That section is about documents searching. Let's see what our store_node does now: def store_node(self, state: KnowledgeState): if state.embeddings and state.chunks: try: # Initialize vectorstore if not provided if not self.vectorstore: self.vectorstore = Chroma( collection_name="smart_second_brain", embedding_function=self.embedding_model, persist_directory=self.chromadb_dir ) # Prep…  ( 16 min )

I just wrapped up the HNG Internship Stage 0 Backend Task as part of the #HNGi13 program, and I’m thrilled to share my experience! I built a RESTful API using Node.js and Express that serves a /me endpoint, returning my profile information and a dynamic cat fact fetched from the Cat Facts API. Here’s a deep dive into my process, challenges, and what I learned. status: Always "success" My Work Process Setting Up the API: I used Express to create a lightweight server and axios to fetch cat facts. I ensured the endpoint returns the exact JSON structure required, with dynamic timestamps using new Date().toISOString(). Challenges Faced Railway Deployment: Finding the public URL was tricky at first, as it wasn’t auto-generated. I learned to use the Railway dashboard’s Networking section to gener…  ( 7 min )

Unit testing is one of the most powerful tools a developer can have. Yet many developers treat it as a chore: “Tests slow me down!” The reality is that skipping tests is like building a bridge without checking the supports—one small bug can cause a cascade of problems. In this article, we’ll explore what unit testing is, why it matters, and how to use it effectively for example in PHP, becasue with that I work most of the time. We’ll also discuss best practices, common pitfalls, and my personal workflow for building reliable software. Unit testing is the practice of testing the smallest units of your code in isolation—usually a single function, method, or class. Think of it as inspecting each LEGO block before building your castle. You wouldn’t wait until the castle collapses to find a fau…  ( 7 min )

Gm Gm guys, I'm happy to announce the opportunity of being part of the HNG 13 internship program, MERN Stack developer, and i'm improving my Backend skills with HNG 13 internship, Build a Dynamic Profile Endpoint Create a GET endpoint at: /me What this project taught me!!! I've learned a lot about cats more than i think i should know. I faced a bit difficulty when fetching the cats fact API. It's also my first time drafting a README.md file for a project, so it was a bit challenging. I also faced so problems when deploying on railway, i've deployed on hosting service like render and vercel which seems a bit easy to navigate and understand compare to railway. In summary, learnt more about error handling, cats, hosting projects and creating README files for projects. I believe this is just the starting point and at the end of the internship program, we'll come out strong, better and most importantly more skilled.  ( 6 min )

Why Refactoring and Design Patterns Matter (Even if You Hate Them) Introductory article for our “Refactoring & Patterns” series – because clean code isn’t just a dream. As a developer, you’ve probably stared at a legacy codebase and thought: “Who wrote this… and why?” Refactoring and design patterns might sound like buzzwords reserved for senior developers, but in reality, they’re the tools that save you time, reduce bugs, and make your code easier to maintain. Refactoring is like cleaning your room—painful at first, but worth it. It improves readability, so both you and your team can understand the code without headaches. Design patterns are proven solutions to recurring problems in software development. Think of them as cookbook recipes: Singleton – only one instance of a class, handy for configuration or logging. Using design patterns wisely makes your code more predictable, reusable, and easier to extend. Refactoring and design patterns are a perfect duo. Start with a messy feature, refactor it to clean up duplication and unclear logic, then apply a suitable design pattern to make the solution elegant and maintainable. Without refactoring: “Let’s add this new feature… oops, we broke three others.” In the next article, we’ll dig deeper into specific refactoring techniques and popular design patterns, with real Laravel examples. You’ll learn when and how to apply them without overengineering, and how they can drastically improve your code quality. Original Post -> https://codecraftdiary.com/2025/10/03/refactoring-a-messy-function-with-strategy-pattern/  ( 7 min )

Welcome to the first article in our “Testing” series – because debugging in production is nobody’s idea of fun. As a Laravel developer, I’ve learned one hard truth: automated tests are your best friend. At first, they may feel like chores—like brushing your teeth before bed—but skipping them usually leads to cavities… or in our case, production bugs. Imagine this: you deploy a new feature and suddenly… the homepage breaks, the checkout fails, and your email notifications are sent to the wrong users. 😱 Many developers grumble: “Tests are slowing me down!” But here’s the truth: fixing a bug after it hits production is 10x slower than writing a test upfront. Tests are like paying a tiny upfront cost to avoid a huge fine later. Less firefighting, more coding, less coffee overdoses. When about…  ( 7 min )

The Numbers Tell a Story The core of this revolution lies in statistical algorithms that can detect nuanced relationships invisible to human analysts. Statistics provides the foundation upon which machine learning algorithms are constructed, enabling unprecedented levels of data interpretation and predictive accuracy. What's Driving This Trend Probability theory and statistical inference have become the secret weapons of data scientists. It involves techniques for summarizing complex datasets, identifying significant correlations, and constructing predictive models with remarkable precision. Recognize complex non, linear relationships. Handle high, dimensional datasets. Automatically adjust model parameters. Minimize prediction errors. Generate probabilistic forecasts Why This Matters Now …  ( 7 min )

So here's something I've been working with lately—a comprehensive prompt template for generating YouTube video scripts using AI tools like ChatGPT, Claude, or Gemini. Not because I think AI should replace human creativity, but because sometimes you need a solid starting point, especially when staring at a blank page at 2 AM with a video deadline looming. Think of it as a requirements document, but for video content. You know how we write detailed specs for software projects? Same concept, different medium. This prompt gives AI assistants the context, structure, and constraints needed to generate usable YouTube scripts instead of generic fluff. The framework covers everything from hooks and retention optimization to engagement triggers and SEO considerations. It's particularly useful if you…  ( 10 min )

Hello Dev Community 👋🏽 I recently joined the HNG Internship (Backend Track) — an intensive, hands-on program that challenges developers to solve real-world engineering tasks under tight deadlines and mentorship. For Stage 0, our first task was to build a simple RESTful API endpoint — but with a fun twist: it had to include a random cat fact fetched dynamically from an external API 🐱 This task seemed simple at first, but it turned out to be a great exercise in API integration, error handling, and clean response formatting — all key skills for backend development. Task Overview The goal was to create a GET /me endpoint that returns: ⚙️ Tools & Technologies Node.js What I Learned This task helped me strengthen my understanding of: It was a small project, but it reinforced the importance of structure and reliability in backend systems. Conclusion Stage 0 might be just the beginning, but it reminded me how powerful simple APIs can be when done right. 💬 Have you ever had to handle API errors or dynamic data fetching in your projects? Share your experience in the comments — I’d love to connect and learn from others in the community!  ( 7 min )

Sisyphus Had a Boulder, We Have a Tokenizer Do you know why your LLM gets it wrong when you tell it to reverse the world googling? LLMs can't comprehend raw text like, "hello, i love eating cake." They rely on tokenization, a process that first breaks the sentence into pieces, or tokens: ["hello", ",", "i", "love", "eating", "cake"] But before today's complex methods, there was a naiver, simpler time when the word itself was the most sacred unit. So let's see how that evolution began. The Bag-of-Words (BoW) model treats text as a metaphorical bag of words, completely ignoring grammar and order. It works by scanning a collection of documents to build a vocabulary, then represents each document by simply counting how many times each word appears. (Image credit: Vamshi Prakash) For example, …  ( 12 min )

If you’ve been following the AI landscape, you’ve probably heard Andrej Karpathy's recent statement that it's going to take a decade to work through the issues with agents. When I first came across that, I couldn't help but raise an eyebrow. A decade? It felt like a long time, yet deep down, it resonated with me. So, I started thinking about my journey through the world of AI and machine learning, and honestly, it’s been a rollercoaster ride filled with awe-inspiring moments and a healthy dose of frustration. The Long Road Ahead Let’s rewind a bit to when I first dipped my toes into AI. It was a daunting yet exhilarating experience. I remember setting up my first neural network using TensorFlow and feeling like I’d just discovered fire. But as I dove deeper, I quickly realized that workin…  ( 9 min )

A verdadeira liberdade e agilidade em engenharia não vêm da busca incessante por novas ferramentas, mas sim do domínio profundo de um conjunto tecnológico estável e deliberadamente limitado. A estratégia de "escolher tecnologia tediosa" não freia o progresso; pelo contrário, atua como um método sofisticado para acelerá-lo. Ao adotar soluções que minimizam a carga cognitiva e os atritos operacionais, as organizações permitem que suas equipes atinjam ciclos de iteração rápidos e sustentáveis, em total conformidade com a Lei de Boyd. O modelo do GitLab é uma prova concreta e irrefutável de que essa abordagem é não apenas teórica, mas uma estratégia comprovada para desenvolver e escalar um produto de software complexo com notável rapidez. A disciplina do GitLab em otimizar o que já existe e …  ( 7 min )

Building BowlingAlleys.io — How I’m Outranking Big Brands (One Alley at a Time) A few weeks ago, I started building BowlingAlleys.io — a nationwide directory that helps people find the best bowling alleys near them. Not just a list of names and phone numbers — real, useful info: prices, hours, accessibility, and experiences like cosmic bowling and duckpin. It started as a fun SEO experiment. Now it’s turning into a data-backed business. I’ve been tracking everything through Google Search Console and GA4, and the results are wild for such a young site: 17,400 impressions in the last 28 days 278 clicks (CTR: 1.6%) Average position: 17.6 1.2K users and 16K events in GA4 Average session duration: 5 minutes 42 seconds That’s real traction — especially in a niche where most site…  ( 7 min )

10 Best AI Interview Copilot Tools for 2026 🤖 Hadil Ben Abdallah for Final Round AI ・ Oct 17 #programming #ai #interview #career  ( 6 min )

Nono La Grinta, the Paris‐based rapper, spits every line with raw precision and grit on his COLORS performance of “LOVE YOU,” a taste of his upcoming debut project. His uncompromising flow takes center stage against the show’s stripped‐back backdrop, letting the music do all the talking. Catch the full video on YouTube or stream “LOVE YOU” via the COLORS link. Follow Nono on TikTok (@nonolagriint) and Instagram (@nonolagriint), and dive into COLORS’ 24/7 livestream, curated playlists, and socials for more fresh sounds. Watch on YouTube  ( 6 min )

Mississippi’s own Dear Silas brings his trumpet chops and crisp rap cadence to COLORS with an electrifying performance of “Still Southern Playalistic,” blending jazz-infused melodies and Southern flair for a genre-bending vibe. Catch the session on COLORS’ 24/7 livestream or stream the single everywhere. Follow Dear Silas on TikTok and Instagram, and explore more fresh sounds through COLORS’ curated playlists, socials, and newsletter. Watch on YouTube  ( 6 min )

Jorja Smith – With You (Live on KEXP) On August 8, 2025, Jorja Smith delivered an intimate in-studio performance of “With You” at KEXP, showcasing her soulful vocals against a stripped-down backdrop. Backing her on guitar is Benjamin Totten, with production support from host Larry Mizell Jr., audio engineer Kevin Suggs, and mastering engineer Matt Ogaz. A talented crew of camera operators and editor Jim Beckmann captured every moment for KEXP’s signature live session. Watch on YouTube  ( 6 min )

The Concepts That Actually Changed My Playing In this livestream, the host breaks down the exact music theory ideas that finally clicked for them—transforming dry theory into real-time musical intuition. You’ll see how they apply these concepts live, making the leap from understanding scales and chords on paper to actually hearing and using them in your playing. Oh, and heads up: there’s a 2-day flash sale on The Scale Matrix (25+ scales) at 50% off if you want to level up your fretboard knowledge. Watch on YouTube  ( 6 min )

Justin Hawkins dives into how he went from fronting rock band The Darkness to carving out a second act as a YouTube star, never shying away from throwing a little playful shade along the way. He chats about the creative freedom he’s found online, the ups and downs of fame, and why he still loves stirring the pot. He also gives a massive shout-out to his My Beato Club crew—more than 50 hardcore supporters who've backed his Wild Ride every step of the way. If you’re not already tuned in, you know where to find him: @JustinHawkinsRidesAgain. Watch on YouTube  ( 6 min )

Vampire: The Masquerade – Bloodlines 2: What You Need to Know More than two decades after the original cult classic, Bloodlines 2 is finally emerging from the shadows, plunging players back into the grim underbelly of the World of Darkness. This GameSpot primer by Lucy James, Jordan Ramee, and Darryn Bonthuys rounds up all the essentials before you take your first, fateful bite. From crafting your vampire avatar and picking a clan to navigating branching narratives and mastering supernatural powers, Bloodlines 2 promises deep RPG mechanics wrapped in a twisted, reactive story. Sharpen your fangs and get ready: the night is calling. Watch on YouTube  ( 6 min )

Battlefield 6 doesn’t reinvent the wheel, but that’s exactly why it’s such a blast. You’re dropped into massive, 128-player battles packed with roaring vehicles, massive destruction and nonstop chaos—just the way veterans like it. It’s a safe comeback for the franchise, leaning on familiar mechanics and scale rather than flashy new gimmicks. If you’ve been craving uproarious, large-scale multiplayer mayhem, Battlefield 6 feels right at home. Watch on YouTube  ( 6 min )

A deep dive into how right-context tokens silently flip authority judgments in causal and non-causal language models. Every model that reads left to right lives in a paradox. It predicts the next token, yet the meaning of what it predicts often depends on the tokens that come after. This is not an aesthetic problem, it is structural. Authority in language—who commands, who obeys, who qualifies as the subject—often appears after the clause begins. A deontic operator, an enumeration, a default clause, or a turn-final addressative can all shift the balance of power once they enter the sequence. Our research isolates this phenomenon by measuring the exact number of future tokens required to flip an authority judgment. Under strict causal masking, models see only the past; under non-causal acce…  ( 9 min )

Pokémon Legends: Z-A – What You Need to Know Pokémon Legends: Z-A completely reinvents the series’ formula, swapping linear progression for a sprawling, open-world adventure. From revamped catching mechanics to new traversal tools, this entry demands fresh strategies right out of the gate. To hit the ground running, there are 19 clutch tips—like optimizing your party setup, mastering stealth encounters, and leveraging environmental buffs—to make sure you’re powering through every challenge and earning your champion status. Watch on YouTube  ( 6 min )

Vampire Survivors just unleashed the Version 1.14 Westwoods Update announcement trailer! Poncle’s beloved 2D action auto-battler roguelite is gearing up with tons of new content, spooky locales, and fresh twists to keep you on your toes. Mark your calendars for Autumn 2025—Westwoods is creeping onto your screens soon, so sharpen those stakes and get ready to survive the night. Watch on YouTube  ( 6 min )

Last week, I took part in a hackathon that turned out to be one of the most intense and rewarding experiences I’ve ever had. It was organized around the idea of using the BlockDAG chain to build something secure and innovative and my team and I decided to build a decentralized file storage and emergency management system. We called it Blaut a decentralized file storage and emergency management system designed to ensure that sensitive personal data can be securely stored, encrypted, and accessed only when needed. GitHub Repository Live App Demo Video Pitch Deck To be honest, I registered impulsively. I didn’t overthink it I just saw the hackathon and said: “You know what, let’s do this.” I’ve been meaning to participate in more hackathons, not because of the prize or fame, but to push…  ( 9 min )

I'm starting to learn full-stack dev. this month, but it is hard for me to learn this without motivating myself and communicating with the other programmers. So, I thought if anyone could give me advice, support, and guidance and learn with me, I'd be very grateful that anyone could understand me. The website I used to take these courses is W3School, and it gives me a learning path about full-stack dev.  ( 6 min )

If you ask architects whether the iSAQB certification is worth it, you’ll probably hear different answers. I heard two types of answers: “Yes, it helped me grow.” and “It depends on what you expect.” How do I know this? I ran a podcast series with eight professionals from different fields (from companies like Bosch, Daimler Truck, and Finnova), asked how they approached iSAQB, and learned what changed for them. I collected their views and the details of the process, then brought everything together in one detailed article. Their experiences show that the iSAQB certification’s value depends on where you are in your career and what you expect to gain. Many professionals described the iSAQB certification as a turning point in how they see architecture. It gave them a structure to connect wha…  ( 8 min )

1. int (Integer) Examples: a = 10 b = -25 c = 0 Properties: No limit on the size of an integer (Python handles big integers automatically). Supports arithmetic operations: +, -, , /, //, %, *. Example: x = 5 y = 2 print(x + y) # 7 print(x // y) # 2 (integer division) print(x ** y) # 25 (power) 2. float (Floating Point) Examples: pi = 3.14159 temperature = -5.4 height = 10.0 Properties: Used for precise decimal calculations. Supports all arithmetic operations. You can use scientific notation: e = 1.23e4 # 1.23 × 10⁴ → 12300.0 Example: a = 2.5 b = 4.0 print(a * b) # 10.0 3. complex (Complex Number) Examples: z1 = 2 + 3j z2 = 1 - 4j Properties: z.real gives the real part. z.imag gives the imaginary part. Supports arithmetic operations. Example: z = 2 + 3j print(z.real) # 2.0 print(z.imag) # 3.0 print(z * 2) # (4+6j) 4. bool (Boolean) Examples: is_active = True is_admin = False Properties: bool is actually a subclass of int: True → 1 False → 0 Example: print(True + True) # 2 print(False + True) # 1 #Used in comparisons: x = 10 y = 5 print(x > y) # True print(x == y) # False 5. str (String) Examples: name = "Ravi" greeting = 'Hello' paragraph = """This is a multi-line string.""" Properties: Strings are immutable (cannot be changed after creation). You can concatenate (+), repeat (*), slice, and iterate. Example: s = "Python" print(s[0]) # P print(s[-1]) # n print(s[0:3]) # Pyt print(s + "3") # Python3 print(s * 2) # PythonPython Common string methods: text = "hello world" print(text.upper()) # HELLO WORLD print(text.capitalize()) # Hello world print(text.replace("world", "Python")) # hello Python print(text.split()) # ['hello', 'world']  ( 7 min )

When Your Competitor's Website Changes and You're the Last to Know You're wrapping up a major project on Friday afternoon when a Slack message from sales pops up: "Did you see CompetitorX just launched a free tier? We're losing trials left and right." You scramble to their site, and sure enough - there it is. A bold "Start Free" button where their pricing page used to be. Three weeks later, the numbers are brutal: 27% of your trial users switched to the competitor's free plan instead of converting to your paid tier. That's €34,000 in lost monthly recurring revenue you didn't see coming. All because you didn't notice a single webpage change until it was too late. Last month, I worked with a SaaS company in the project management space who lost 18 enterprise deals worth €92,000 combined.…  ( 8 min )

As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! When I first started working with APIs in Java, the shift from REST to GraphQL felt like discovering a new way to communicate between clients and servers. GraphQL allows clients to specify exactly what data they need, eliminating the common issues of over-fetching or under-fetching that plague traditional REST architectures. With Spring Boot, integrating GraphQL becomes a smooth process, thanks to its dedicated libraries that streamline development. In this article, I'll share five techniques I've used to build efficient, high-performing APIs, drawing from hands-on experience and industry best practices. Each method is de…  ( 12 min )

Ever spent a week debugging an elusive issue only to find it was a misconfigured environment variable or a breaking change in a dependency? The business world has its own version of this: sales and marketing misalignment. It's a critical bug in a company's revenue engine, causing resource drain, lost opportunities, and a whole lot of cross-departmental friction. The fix? It's not another meeting. It's building a better system, and content is your protocol. Welcome to "smarketing" (sales + marketing), the practice of integrating these two functions. For developers, it's helpful to think of it as building a robust, well-documented API between two critical microservices. When sales and marketing operate in silos, they're like two microservices with mismatched API contracts. The communication…  ( 9 min )

We're living through the most profound shift in how humans think since the invention of writing. Artificial intelligence tools promise to make us more productive, more creative, more efficient. But what if they're actually making us stupid? Recent research suggests that whilst generative AI dramatically increases the speed at which we complete tasks, it may be quietly eroding the very cognitive abilities that make us human. As millions of students and professionals increasingly rely on ChatGPT and similar tools for everything from writing emails to solving complex problems, we may be witnessing the beginning of a great cognitive surrender—trading our mental faculties for the seductive ease of artificial assistance. The numbers tell a compelling story. When researchers studied how generativ…  ( 23 min )

working on a tutorial series… flutter x backend cc: https://youtube.com/@techwithsam Watch out! Make sure to subscribe! Let's discuss the platform in the comment section.  ( 6 min )

Kleine signalen verdienen snelle actie: borrelgeluiden, traag weglopende wasbakken of een lichte rioollucht wijzen vaak op beginnende ophoping. Noteer waar en wanneer het optreedt, beperk gebruik van probleempunten en zorg voor vrije toegang tot sifons en putjes. Plan vervolgens een gerichte inspectie (camera, beluchtingscheck, afschotcontrole) zodat de monteur doelgericht kan werken. Zo blijft ontstopping utrecht een korte, gecontroleerde ingreep in plaats van een dure verrassing. Afvoerleidingen slijten niet in één nacht. Ze slibben langzaam dicht met vet, zeep, kalk, haren en koffiedrab. Elke dag dat u niets doet, neemt de doorstroom een fractie af, totdat er bij piekgebruik een blokkade ontstaat. Vroegtijdig handelen gericht doorspoelen, mechanisch reinigen waar nodig en gedrag bijstur…  ( 10 min )

As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! In my journey with Rust, I've come to appreciate how the language weaves testing into the very fabric of development. Rust's approach isn't an afterthought; it's a core part of building software that stands strong under pressure. The compiler's static checks catch many errors before code even runs, but testing fills in the gaps, creating a safety net that grows with your project. This combination allows developers to move fast without breaking things, fostering a sense of trust in the codebase. When I first started with Rust, the built-in testing framework felt intuitive. There's no need to set up external libraries or co…  ( 11 min )

#1 Way to Simplify Your App Development: Server-Driven UI Ever feel like you're constantly pushing app updates just to change a button's color or rearrange elements on a screen? You're not alone. Traditional app development often ties the user interface (UI) directly to the app's codebase, making even small changes a significant undertaking. This can lead to longer development cycles, frustrated users, and a lot of unnecessary work for developers. But what if you could control your app's UI from the server, without needing to push a new version every time you wanted to make a tweak? That's where Server-Driven UI (SDUI) comes in, and it's a game-changer for app development. SDUI is all about separating the logic of your application from its presentation. Instead of the app defining exactl…  ( 8 min )

Beautiful new music-making environment alert! Andrew Huang got early access to the GRM Tools Atelier plugin (thanks, GRM!), and in this commissioned deep dive he explores its standout global features, revolutionary modulation system, and powerful audio generators/processors. With clear chapter markers, he guides you from the initial overview through hands-on sound design demos, showing why Atelier could be your next go-to sound toy. Along the way you’ll find links to Andrew’s plugins, socials, gear recommendations and Patreon, plus his usual sprinkling of production tips. Whether you’re chasing weird textures or workflow magic, this video is a quick, fun ride through a seriously creative toolbox. Watch on YouTube  ( 6 min )